Merge remote-tracking branch 'origin/master'
diff --git a/docs/2.9.0/SQL/JDBC/error-codes.html b/docs/2.9.0/SQL/JDBC/error-codes.html
index 29e6881..de477e5 100644
--- a/docs/2.9.0/SQL/JDBC/error-codes.html
+++ b/docs/2.9.0/SQL/JDBC/error-codes.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/JDBC/error-codes" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1951,8 +2512,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
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diff --git a/docs/2.9.0/SQL/JDBC/jdbc-client-driver.html b/docs/2.9.0/SQL/JDBC/jdbc-client-driver.html
index 6b4f7c4..a93d732 100644
--- a/docs/2.9.0/SQL/JDBC/jdbc-client-driver.html
+++ b/docs/2.9.0/SQL/JDBC/jdbc-client-driver.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2226,8 +2787,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/JDBC/jdbc-driver.html b/docs/2.9.0/SQL/JDBC/jdbc-driver.html
index 736d3e0..561f953 100644
--- a/docs/2.9.0/SQL/JDBC/jdbc-driver.html
+++ b/docs/2.9.0/SQL/JDBC/jdbc-driver.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/JDBC/jdbc-driver" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2743,8 +3304,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/ODBC/connection-string-dsn.html b/docs/2.9.0/SQL/ODBC/connection-string-dsn.html
index 9e788b2..9466227 100644
--- a/docs/2.9.0/SQL/ODBC/connection-string-dsn.html
+++ b/docs/2.9.0/SQL/ODBC/connection-string-dsn.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/ODBC/connection-string-dsn" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2085,8 +2646,8 @@
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-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
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diff --git a/docs/2.9.0/SQL/ODBC/data-types.html b/docs/2.9.0/SQL/ODBC/data-types.html
index e31dbcd..5076519 100644
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+++ b/docs/2.9.0/SQL/ODBC/data-types.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/ODBC/data-types" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1909,8 +2470,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/ODBC/error-codes.html b/docs/2.9.0/SQL/ODBC/error-codes.html
index 935b705..328e54c 100644
--- a/docs/2.9.0/SQL/ODBC/error-codes.html
+++ b/docs/2.9.0/SQL/ODBC/error-codes.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/ODBC/error-codes" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2026,8 +2587,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/ODBC/odbc-driver.html b/docs/2.9.0/SQL/ODBC/odbc-driver.html
index bc4d3e5..0a258ec 100644
--- a/docs/2.9.0/SQL/ODBC/odbc-driver.html
+++ b/docs/2.9.0/SQL/ODBC/odbc-driver.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/ODBC/odbc-driver" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2289,8 +2850,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/ODBC/querying-modifying-data.html b/docs/2.9.0/SQL/ODBC/querying-modifying-data.html
index 22ac1c2..51b16b3 100644
--- a/docs/2.9.0/SQL/ODBC/querying-modifying-data.html
+++ b/docs/2.9.0/SQL/ODBC/querying-modifying-data.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/ODBC/querying-modifying-data" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2435,8 +2996,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/ODBC/specification.html b/docs/2.9.0/SQL/ODBC/specification.html
index 6c36567..08fb1c3 100644
--- a/docs/2.9.0/SQL/ODBC/specification.html
+++ b/docs/2.9.0/SQL/ODBC/specification.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/ODBC/specification" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -3314,8 +3875,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/custom-sql-func.html b/docs/2.9.0/SQL/custom-sql-func.html
index a6d85ba..feda897 100644
--- a/docs/2.9.0/SQL/custom-sql-func.html
+++ b/docs/2.9.0/SQL/custom-sql-func.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/custom-sql-func" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1900,8 +2461,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/distributed-joins.html b/docs/2.9.0/SQL/distributed-joins.html
index e6f60fd..5a6b29a 100644
--- a/docs/2.9.0/SQL/distributed-joins.html
+++ b/docs/2.9.0/SQL/distributed-joins.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/distributed-joins" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1996,8 +2557,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947896' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947896' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/indexes.html b/docs/2.9.0/SQL/indexes.html
index 8249b40..d4a31f5 100644
--- a/docs/2.9.0/SQL/indexes.html
+++ b/docs/2.9.0/SQL/indexes.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/indexes" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947896">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947896"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2594,8 +3155,8 @@
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index ebaeb79..e10ebaf 100644
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1986,8 +2547,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/sql-api.html b/docs/2.9.0/SQL/sql-api.html
index de753e9..51e7e90 100644
--- a/docs/2.9.0/SQL/sql-api.html
+++ b/docs/2.9.0/SQL/sql-api.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/sql-api" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2413,8 +2974,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/sql-introduction.html b/docs/2.9.0/SQL/sql-introduction.html
index 5f0eb79..98b26b8 100644
--- a/docs/2.9.0/SQL/sql-introduction.html
+++ b/docs/2.9.0/SQL/sql-introduction.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/sql-introduction" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1798,7 +2359,7 @@
<p>As a SQL database, Ignite supports all DML commands including SELECT, UPDATE, INSERT, and DELETE queries and also implements a subset of DDL commands relevant for distributed systems.</p>
</div>
<div class="paragraph">
-<p>You can interact with Ignite as you would with any other SQL enabled storage by connecting with <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver/">JDBC</a> or <a href="/docs/2.9.0/SQL/sql-introduction/">ODBC</a> drivers from both external tools and applications. Java, .NET and C++ developers can leverage native <a href="/docs/2.9.0/SQL/sql-api">SQL APIs</a>.</p>
+<p>You can interact with Ignite as you would with any other SQL enabled storage by connecting with <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver/">JDBC</a> or <a href="/docs/2.9.0/SQL/ODBC/odbc-driver">ODBC</a> drivers from both external tools and applications. Java, .NET and C++ developers can leverage native <a href="/docs/2.9.0/SQL/sql-api">SQL APIs</a>.</p>
</div>
<div class="paragraph">
<p>Internally, SQL tables have the same data structure as <a href="/docs/2.9.0/data-modeling/data-modeling#key-value-cache-vs-sql-table">key-value caches</a>. It means that you can change partition distribution of your data and leverage <a href="/docs/2.9.0/data-modeling/affinity-collocation">affinity colocation techniques</a> for better performance.</p>
@@ -1904,8 +2465,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/sql-transactions.html b/docs/2.9.0/SQL/sql-transactions.html
index d7b7d7f..4626ca4 100644
--- a/docs/2.9.0/SQL/sql-transactions.html
+++ b/docs/2.9.0/SQL/sql-transactions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/sql-transactions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655897">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655897"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1965,8 +2526,8 @@
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});
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+<script type='module' src='/assets/js/index.js?1599655897' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655897' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/SQL/sql-tuning.html b/docs/2.9.0/SQL/sql-tuning.html
index b89ca9d..a67cb03 100644
--- a/docs/2.9.0/SQL/sql-tuning.html
+++ b/docs/2.9.0/SQL/sql-tuning.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/SQL/sql-tuning" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2459,8 +3020,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/baseline-topology.html b/docs/2.9.0/baseline-topology.html
index ea604f6..74d767e 100644
--- a/docs/2.9.0/baseline-topology.html
+++ b/docs/2.9.0/baseline-topology.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/baseline-topology" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
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<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2056,8 +2617,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/binary-client-protocol/binary-client-protocol.html b/docs/2.9.0/binary-client-protocol/binary-client-protocol.html
new file mode 100644
index 0000000..48e4946
--- /dev/null
+++ b/docs/2.9.0/binary-client-protocol/binary-client-protocol.html
@@ -0,0 +1,2840 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
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+ window.dataLayer = window.dataLayer || [];
+ function gtag(){dataLayer.push(arguments);}
+ gtag('js', new Date());
+
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+
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+ <meta name="ignite-version" content="2.9.0" />
+ <title>Binary Client Protocol | Ignite Documentation</title>
+
+ <link rel="canonical" href="/docs/2.9.0/binary-client-protocol/binary-client-protocol" />
+
+
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
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+ <img src="/assets/images/apache_ignite_logo.svg" alt="Apache Ignite logo" width="103" >
+ </a>
+ </div>
+
+ <nav>
+
+ </nav>
+
+ <select id="version-selector">
+ <option value="2.9.0">2.9.0</option>
+ </select>
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+ <a href="https://github.com/apache/ignite" title='GitHub' class='github' target="_blank">
+ <img src="/assets/images/github-gray.svg" alt="GitHub logo">
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+ <form class='search'>
+ <button class="search-close" type='button'><img src='/assets/images/cancel.svg'></button>
+ <input type="search" placeholder="Search…" id="search-input">
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+ <button type='button' class='search-toggle'><img src='/assets/images/search.svg'></button>
+ <button type='button' class='top-nav-toggle'>â‹®</button>
+
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+<nav class='left-nav' data-swiftype-index='false'>
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+ <a href="/docs/2.9.0/preface" class='' >Preface</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
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+
+
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+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
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+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
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+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class='active'>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
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+ >ODBC Driver</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
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+
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+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
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+
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+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
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+
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+
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+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
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+ >IgniteContext and IgniteRDD</a>
+
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+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
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+ >Ignite DataFrame</a>
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+ <a href="/docs/2.9.0/ignite-for-spark/installation"
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+ >Installation</a>
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
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+ >Troubleshooting</a>
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+
+ <a href="/docs/2.9.0/sql-reference/ddl"
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+ >Data Definition Language (DDL)</a>
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+ >Data Manipulation Language (DML)</a>
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+ >Transactions</a>
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+
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+
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+ >Operational Commands</a>
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+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
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+
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+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
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+
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+
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+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
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+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/binary-client-protocol/binary-client-protocol.adoc" target="_blank">Edit</a>
+
+ <h1>Binary Client Protocol</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Ignite binary client protocol enables user applications to communicate with an existing Ignite cluster without starting a full-fledged Ignite node. An application can connect to the cluster through a raw TCP socket. Once the connection is established, the application can communicate with the Ignite cluster and perform cache operations using the established format.</p>
+</div>
+<div class="paragraph">
+<p>To communicate with the Ignite cluster, a client must obey the data format and communication details explained below.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="data-format">Data Format</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="byte-ordering">Byte Ordering</h3>
+<div class="paragraph">
+<p>Ignite binary client protocol has little-endian byte ordering.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="data-objects">Data Objects</h3>
+<div class="paragraph">
+<p>User data, such as cache keys and values, are represented in the Ignite <a href="/docs/2.9.0/key-value-api/binary-objects">Binary Object</a> format. A data object can be a standard (predefined) type or a complex object. For the complete list of data types supported, see the <a href="/docs/2.9.0/binary-client-protocol/data-format">Data Format</a> section.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="message-format">Message Format</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>All messages- requests and responses, including handshake, start with an <code>int</code> type message length (excluding these first 4 bytes) followed by the payload (message body).</p>
+</div>
+<div class="sect2">
+<h3 id="handshake">Handshake</h3>
+<div class="paragraph">
+<p>The binary client protocol requires a connection handshake to ensure that client and server versions are compatible. The following tables show the structure of handshake message request and response. Refer to the <a href="#example">Example</a> section on how to send and receive a handshake request and response respectively.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Length of handshake payload</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Handshake code, always 1.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Version major.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Version minor.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Version patch.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Client code, always 2.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Username</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Password</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type (success)</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Success message length, 1.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Success flag, 1.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type (failure)</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Error message length.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Success flag, 0.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Server version major.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Server version minor.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Server version patch.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Error message.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="standard-message-header">Standard Message Header</h3>
+<div class="paragraph">
+<p>Client operation messages are composed of a header and operation-specific data. Each operation has its own <a href="#client-operations">data request and response format</a>, with a common header.</p>
+</div>
+<div class="paragraph">
+<p>The following tables and examples show the request and response structure of a client operation message header:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Length of payload.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Operation code</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request id, generated by client and returned as-is in response</p></td>
+</tr>
+</tbody>
+</table>
+<div class="listingblock">
+<div class="title">Request header</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">private</span> <span class="kd">static</span> <span class="kt">void</span> <span class="nf">writeRequestHeader</span><span class="o">(</span><span class="kt">int</span> <span class="n">reqLength</span><span class="o">,</span> <span class="kt">short</span> <span class="n">opCode</span><span class="o">,</span> <span class="kt">long</span> <span class="n">reqId</span><span class="o">,</span> <span class="nc">DataOutputStream</span> <span class="n">out</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="c1">// Message length</span>
+ <span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">10</span> <span class="o">+</span> <span class="n">reqLength</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+ <span class="c1">// Op code</span>
+ <span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="n">opCode</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+ <span class="c1">// Request id</span>
+ <span class="n">writeLongLittleEndian</span><span class="o">(</span><span class="n">reqId</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Length of response message.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request id (see above)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Status code (0 for success, otherwise error code)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Error message (present only when status is not 0)</p></td>
+</tr>
+</tbody>
+</table>
+<div class="listingblock">
+<div class="title">Response header</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">private</span> <span class="kd">static</span> <span class="kt">void</span> <span class="nf">readResponseHeader</span><span class="o">(</span><span class="nc">DataInputStream</span> <span class="n">in</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="c1">// Response length</span>
+ <span class="kd">final</span> <span class="kt">int</span> <span class="n">len</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+ <span class="c1">// Request id</span>
+ <span class="kt">long</span> <span class="n">resReqId</span> <span class="o">=</span> <span class="n">readLongLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+ <span class="c1">// Success code</span>
+ <span class="kt">int</span> <span class="n">statusCode</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="connectivity">Connectivity</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="tcp-socket">TCP Socket</h3>
+<div class="paragraph">
+<p>Client applications should connect to server nodes with a TCP socket. By default, the connector is enabled on port 10800. You can configure the port number and other server-side​ connection parameters in the <code>clientConnectorConfiguration</code> property of <code>IgniteConfiguration</code> of your cluster, as shown below:</p>
+</div>
+<code-tabs><code-tab data-tab='XML'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="xml"><span class="nt"><bean</span> <span class="na">id=</span><span class="s">"ignite.cfg"</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.IgniteConfiguration"</span><span class="nt">></span>
+ <span class="c"><!-- Thin client connection configuration. --></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"clientConnectorConfiguration"</span><span class="nt">></span>
+ <span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.ClientConnectorConfiguration"</span><span class="nt">></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"host"</span> <span class="na">value=</span><span class="s">"127.0.0.1"</span><span class="nt">/></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"port"</span> <span class="na">value=</span><span class="s">"10900"</span><span class="nt">/></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"portRange"</span> <span class="na">value=</span><span class="s">"30"</span><span class="nt">/></span>
+ <span class="nt"></bean></span>
+ <span class="nt"></property></span>
+
+ <span class="c"><!-- Other Ignite Configurations. --></span>
+
+<span class="nt"></bean></span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">IgniteConfiguration</span> <span class="n">cfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">();</span>
+
+<span class="nc">ClientConnectorConfiguration</span> <span class="n">ccfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ClientConnectorConfiguration</span><span class="o">();</span>
+<span class="n">ccfg</span><span class="o">.</span><span class="na">setHost</span><span class="o">(</span><span class="s">"127.0.0.1"</span><span class="o">);</span>
+<span class="n">ccfg</span><span class="o">.</span><span class="na">setPort</span><span class="o">(</span><span class="mi">10900</span><span class="o">);</span>
+<span class="n">ccfg</span><span class="o">.</span><span class="na">setPortRange</span><span class="o">(</span><span class="mi">30</span><span class="o">);</span>
+
+<span class="c1">// Set client connection configuration in IgniteConfiguration</span>
+<span class="n">cfg</span><span class="o">.</span><span class="na">setClientConnectorConfiguration</span><span class="o">(</span><span class="n">ccfg</span><span class="o">);</span>
+
+<span class="c1">// Start Ignite node</span>
+<span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+<div class="sect2">
+<h3 id="connection-handshake">Connection Handshake</h3>
+<div class="paragraph">
+<p>Besides socket connection, the thin client protocol requires a connection handshake to ensure that client and server versions are compatible. Note that handshake must be the first message after the connection is established.</p>
+</div>
+<div class="paragraph">
+<p>For the handshake message request and response structure, see the <a href="#handshake">Handshake</a> section above.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="example">Example</h3>
+<div class="listingblock">
+<div class="title">Socket and Handshake Connection</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Socket</span> <span class="n">socket</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">Socket</span><span class="o">();</span>
+<span class="n">socket</span><span class="o">.</span><span class="na">connect</span><span class="o">(</span><span class="k">new</span> <span class="nc">InetSocketAddress</span><span class="o">(</span><span class="s">"127.0.0.1"</span><span class="o">,</span> <span class="mi">10800</span><span class="o">));</span>
+
+<span class="nc">String</span> <span class="n">username</span> <span class="o">=</span> <span class="s">"yourUsername"</span><span class="o">;</span>
+
+<span class="nc">String</span> <span class="n">password</span> <span class="o">=</span> <span class="s">"yourPassword"</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Message length</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">18</span> <span class="o">+</span> <span class="n">username</span><span class="o">.</span><span class="na">length</span><span class="o">()</span> <span class="o">+</span> <span class="n">password</span><span class="o">.</span><span class="na">length</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Handshake operation</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Protocol version 1.0.0</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Client code: thin client</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// username</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">username</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// password</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">password</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// send request</span>
+<span class="n">out</span><span class="o">.</span><span class="na">flush</span><span class="o">();</span>
+
+<span class="c1">// Receive handshake response</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+<span class="kt">int</span> <span class="n">length</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="kt">int</span> <span class="n">successFlag</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Since Ignite binary protocol uses little-endian byte order,</span>
+<span class="c1">// we need to implement big-endian to little-endian</span>
+<span class="c1">// conversion methods for write and read.</span>
+
+<span class="c1">// Write int in little-endian byte order</span>
+<span class="kd">private</span> <span class="kd">static</span> <span class="kt">void</span> <span class="nf">writeIntLittleEndian</span><span class="o">(</span><span class="kt">int</span> <span class="n">v</span><span class="o">,</span> <span class="nc">DataOutputStream</span> <span class="n">out</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="n">out</span><span class="o">.</span><span class="na">write</span><span class="o">((</span><span class="n">v</span> <span class="o">>>></span> <span class="mi">0</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">out</span><span class="o">.</span><span class="na">write</span><span class="o">((</span><span class="n">v</span> <span class="o">>>></span> <span class="mi">8</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">out</span><span class="o">.</span><span class="na">write</span><span class="o">((</span><span class="n">v</span> <span class="o">>>></span> <span class="mi">16</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">out</span><span class="o">.</span><span class="na">write</span><span class="o">((</span><span class="n">v</span> <span class="o">>>></span> <span class="mi">24</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="c1">// Write short in little-endian byte order</span>
+<span class="kd">private</span> <span class="kd">static</span> <span class="kd">final</span> <span class="kt">void</span> <span class="nf">writeShortLittleEndian</span><span class="o">(</span><span class="kt">int</span> <span class="n">v</span><span class="o">,</span> <span class="nc">DataOutputStream</span> <span class="n">out</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="n">out</span><span class="o">.</span><span class="na">write</span><span class="o">((</span><span class="n">v</span> <span class="o">>>></span> <span class="mi">0</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">out</span><span class="o">.</span><span class="na">write</span><span class="o">((</span><span class="n">v</span> <span class="o">>>></span> <span class="mi">8</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="c1">// Write byte in little-endian byte order</span>
+<span class="kd">private</span> <span class="kd">static</span> <span class="kt">void</span> <span class="nf">writeByteLittleEndian</span><span class="o">(</span><span class="kt">int</span> <span class="n">v</span><span class="o">,</span> <span class="nc">DataOutputStream</span> <span class="n">out</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="n">out</span><span class="o">.</span><span class="na">writeByte</span><span class="o">(</span><span class="n">v</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="c1">// Read int in little-endian byte order</span>
+<span class="kd">private</span> <span class="kd">static</span> <span class="kt">int</span> <span class="nf">readIntLittleEndian</span><span class="o">(</span><span class="nc">DataInputStream</span> <span class="n">in</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">ch1</span> <span class="o">=</span> <span class="n">in</span><span class="o">.</span><span class="na">read</span><span class="o">();</span>
+ <span class="kt">int</span> <span class="n">ch2</span> <span class="o">=</span> <span class="n">in</span><span class="o">.</span><span class="na">read</span><span class="o">();</span>
+ <span class="kt">int</span> <span class="n">ch3</span> <span class="o">=</span> <span class="n">in</span><span class="o">.</span><span class="na">read</span><span class="o">();</span>
+ <span class="kt">int</span> <span class="n">ch4</span> <span class="o">=</span> <span class="n">in</span><span class="o">.</span><span class="na">read</span><span class="o">();</span>
+ <span class="k">if</span> <span class="o">((</span><span class="n">ch1</span> <span class="o">|</span> <span class="n">ch2</span> <span class="o">|</span> <span class="n">ch3</span> <span class="o">|</span> <span class="n">ch4</span><span class="o">)</span> <span class="o"><</span> <span class="mi">0</span><span class="o">)</span>
+ <span class="k">throw</span> <span class="k">new</span> <span class="nf">EOFException</span><span class="o">();</span>
+ <span class="k">return</span> <span class="o">((</span><span class="n">ch4</span> <span class="o"><<</span> <span class="mi">24</span><span class="o">)</span> <span class="o">+</span> <span class="o">(</span><span class="n">ch3</span> <span class="o"><<</span> <span class="mi">16</span><span class="o">)</span> <span class="o">+</span> <span class="o">(</span><span class="n">ch2</span> <span class="o"><<</span> <span class="mi">8</span><span class="o">)</span> <span class="o">+</span> <span class="o">(</span><span class="n">ch1</span> <span class="o"><<</span> <span class="mi">0</span><span class="o">));</span>
+<span class="o">}</span>
+
+
+<span class="c1">// Read byte in little-endian byte order</span>
+<span class="kd">private</span> <span class="kd">static</span> <span class="kt">byte</span> <span class="nf">readByteLittleEndian</span><span class="o">(</span><span class="nc">DataInputStream</span> <span class="n">in</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="k">return</span> <span class="n">in</span><span class="o">.</span><span class="na">readByte</span><span class="o">();</span>
+<span class="o">}</span>
+
+<span class="c1">// Other write and read methods</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="client-operations">Client Operations</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Upon successful handshake, a client can start performing various cache operations:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><a href="/docs/2.9.0/binary-client-protocol/key-value-queries">Key-Value Queries</a></p>
+</li>
+<li>
+<p><a href="/docs/2.9.0/binary-client-protocol/sql-and-scan-queries">SQL and Scan Queries</a></p>
+</li>
+<li>
+<p><a href="/docs/2.9.0/binary-client-protocol/binary-type-metadata">Binary-Type Operations</a></p>
+</li>
+<li>
+<p><a href="/docs/2.9.0/binary-client-protocol/cache-configuration">Cache Configuration Operations</a></p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#overview">Overview</a></li>
+<li><a href="#data-format">Data Format</a>
+<ul class="sectlevel2">
+<li><a href="#byte-ordering">Byte Ordering</a></li>
+<li><a href="#data-objects">Data Objects</a></li>
+</ul>
+</li>
+<li><a href="#message-format">Message Format</a>
+<ul class="sectlevel2">
+<li><a href="#handshake">Handshake</a></li>
+<li><a href="#standard-message-header">Standard Message Header</a></li>
+</ul>
+</li>
+<li><a href="#connectivity">Connectivity</a>
+<ul class="sectlevel2">
+<li><a href="#tcp-socket">TCP Socket</a></li>
+<li><a href="#connection-handshake">Connection Handshake</a></li>
+<li><a href="#example">Example</a></li>
+</ul>
+</li>
+<li><a href="#client-operations">Client Operations</a></li>
+</ul>
+
+
+<footer>
+</footer>
+
+</nav>
+
+</section>
+<script type='module' src='/assets/js/code-copy-to-clipboard.js' async crossorigin></script>
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+ // inits deep anchors -- needs to be done here because of https://www.bryanbraun.com/anchorjs/#dont-run-it-too-late
+ anchors.add('.page-docs h1, .page-docs h2, .page-docs h3:not(.discrete), .page-docs h4, .page-docs h5');
+ anchors.options = {
+ placement: 'right',
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+ // we create your config
+ apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
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+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
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diff --git a/docs/2.9.0/binary-client-protocol/binary-type-metadata.html b/docs/2.9.0/binary-client-protocol/binary-type-metadata.html
new file mode 100644
index 0000000..d1420c5
--- /dev/null
+++ b/docs/2.9.0/binary-client-protocol/binary-type-metadata.html
@@ -0,0 +1,2977 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
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+
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+ </script>
+
+
+
+ <meta charset="UTF-8">
+ <meta name="ignite-version" content="2.9.0" />
+ <title>Binary Type Metadata | Ignite Documentation</title>
+
+ <link rel="canonical" href="/docs/2.9.0/binary-client-protocol/binary-type-metadata" />
+
+
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
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+ <a href="/docs/2.9.0/preface" class='' >Preface</a>
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+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
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+
+ <li>
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+ <button
+ type='button'
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+
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+
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+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
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+
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
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+ class=''
+ >Introduction</a>
+
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+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
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+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ type='button'
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+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
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+
+ </nav>
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+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
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+ <a href="/docs/2.9.0/security/ssl-tls"
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+ class=''
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+
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+ <li>
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+ type='button'
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+ class=''
+ >Thin Clients Overview</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
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+ >Java Thin Client</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class='active'>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
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+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
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+
+ </nav>
+
+ </li>
+
+ <li>
+
+
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+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
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+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
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+
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/binary-client-protocol/binary-type-metadata.adoc" target="_blank">Edit</a>
+
+ <h1>Binary Type Metadata</h1>
+
+ <div class="sect1">
+<h2 id="operation-codes">Operation Codes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Upon a successful handshake with an Ignite server node a client can start performing binary-type related operations by sending a request (see request/response structure below) with a specific operation code:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 66.6666%;">
+<col style="width: 33.3334%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Operation</th>
+<th class="tableblock halign-left valign-top">OP_CODE</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_GET_BINARY_TYPE_NAME</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3000</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_REGISTER_BINARY_TYPE_NAME</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3001</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_GET_BINARY_TYPE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3002</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_PUT_BINARY_TYPE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3003</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_RESOURCE_CLOSE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Note that the above mentioned op_codes are part of the request header, as explained <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#standard-message-header">here</a>.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<h3 id="customs-methods-used-in-sample-code-snippets-implementation" class="discrete">Customs Methods Used in Sample Code Snippets Implementation</h3>
+<div class="paragraph">
+<p>Some of the code snippets below use <code>readDataObject(…​)</code> introduced in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this section</a> and little-endian versions of methods for reading and writing multiple-byte values that are covered in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this example</a>.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_get_binary_type_name">OP_GET_BINARY_TYPE_NAME</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Gets the platform-specific full binary type name by id. For example, .NET and Java can map to the same type Foo, but classes will be Apache.Ignite.Foo in .NET and org.apache.ignite.Foo in Java.</p>
+</div>
+<div class="paragraph">
+<p>Names are registered with OP_REGISTER_BINARY_TYPE_NAME.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Platform id:
+JAVA = 0
+DOTNET = 1</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type id; Java-style hash code of the type name.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Binary type name.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">type</span> <span class="o">=</span> <span class="s">"ignite.myexamples.model.Person"</span><span class="o">;</span>
+<span class="kt">int</span> <span class="n">typeLen</span> <span class="o">=</span> <span class="n">type</span><span class="o">.</span><span class="na">getBytes</span><span class="o">(</span><span class="s">"UTF-8"</span><span class="o">).</span><span class="na">length</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="no">OP_GET_BINARY_TYPE_NAME</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Platform id</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Type id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">type</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting String</span>
+<span class="kt">int</span> <span class="n">typeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// type code</span>
+<span class="kt">int</span> <span class="n">strLen</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// length</span>
+
+<span class="kt">byte</span><span class="o">[]</span> <span class="n">buf</span> <span class="o">=</span> <span class="k">new</span> <span class="kt">byte</span><span class="o">[</span><span class="n">strLen</span><span class="o">];</span>
+
+<span class="n">readFully</span><span class="o">(</span><span class="n">in</span><span class="o">,</span> <span class="n">buf</span><span class="o">,</span> <span class="mi">0</span><span class="o">,</span> <span class="n">strLen</span><span class="o">);</span>
+
+<span class="nc">String</span> <span class="n">s</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">String</span><span class="o">(</span><span class="n">buf</span><span class="o">);</span>
+
+<span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="n">s</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_get_binary_type">OP_GET_BINARY_TYPE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Gets the binary type information by id.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type id; Java-style hash code of the type name.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">False: binary type does not exist, response end.
+True: binary type exists, response as follows.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type id; Java-style hash code of the type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Affinity key field name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">BinaryField count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">BinaryField * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of BinaryField:</p>
+<p class="tableblock"><code>String</code> Field name</p>
+<p class="tableblock"><code>int</code> Type id; Java-style hash code of the type name.</p>
+<p class="tableblock"><code>int</code> Field id; Java-style hash code of the field name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Is Enum or not.</p>
+<p class="tableblock">If set to true, then you have to pass the following 2 parameters. Otherwise, skip them.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><em>Pass only if 'is enum' parameter is 'true'</em>.</p>
+<p class="tableblock">Enum field count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String + int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><em>Pass only if 'is enum' parameter is 'true'</em>.</p>
+<p class="tableblock">Enum values. An enum value is a pair of a literal value (String) and numerical value (int).</p>
+<p class="tableblock">Repeat for as many times as the Enum field count that is obtained in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Schema count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">BinarySchema</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of BinarySchema:</p>
+<p class="tableblock"><code>int</code> Unique schema id.</p>
+<p class="tableblock"><code>int</code> Number of fields in the schema.</p>
+<p class="tableblock"><code>int</code> Field Id; Java-style hash code of the field name. Repeat for as many times as the total number of fields in the schema.</p>
+<p class="tableblock">Repeat for as many times as the BinarySchema count that is obtained in the previous parameter.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">type</span> <span class="o">=</span> <span class="s">"ignite.myexamples.model.Person"</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">4</span><span class="o">,</span> <span class="no">OP_BINARY_TYPE_GET</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Type id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">type</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">boolean</span> <span class="n">typeExist</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">typeId</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="nc">String</span> <span class="n">typeName</span> <span class="o">=</span> <span class="n">readString</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="nc">String</span> <span class="n">affinityFieldName</span> <span class="o">=</span> <span class="n">readString</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">fieldCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">fieldCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span>
+ <span class="n">readBinaryTypeField</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">boolean</span> <span class="n">isEnum</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">schemaCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Read binary schemas</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">schemaCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">schemaId</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// Schema Id</span>
+
+ <span class="kt">int</span> <span class="n">fieldCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// field count</span>
+
+ <span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">j</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">j</span> <span class="o"><</span> <span class="n">fieldCount</span><span class="o">;</span> <span class="n">j</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">));</span> <span class="c1">// field id</span>
+ <span class="o">}</span>
+<span class="o">}</span>
+
+<span class="kd">private</span> <span class="kd">static</span> <span class="kt">void</span> <span class="nf">readBinaryTypeField</span> <span class="o">(</span><span class="nc">DataInputStream</span> <span class="n">in</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span><span class="o">{</span>
+ <span class="nc">String</span> <span class="n">fieldName</span> <span class="o">=</span> <span class="n">readString</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">fieldTypeId</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">fieldId</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="n">fieldName</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_register_binary_type_name">OP_REGISTER_BINARY_TYPE_NAME</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Registers the platform-specific full binary type name by id. For example, .NET and Java can map to the same type Foo, but classes will be Apache.Ignite.Foo in .NET and org.apache.ignite.Foo in Java.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Platform id:
+JAVA = 0
+DOTNET = 1</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type id; Java-style hash code of the type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type name.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">type</span> <span class="o">=</span> <span class="s">"ignite.myexamples.model.Person"</span><span class="o">;</span>
+<span class="kt">int</span> <span class="n">typeLen</span> <span class="o">=</span> <span class="n">type</span><span class="o">.</span><span class="na">getBytes</span><span class="o">(</span><span class="s">"UTF-8"</span><span class="o">).</span><span class="na">length</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">20</span> <span class="o">+</span> <span class="n">typeLen</span><span class="o">,</span> <span class="no">OP_PUT_BINARY_TYPE_NAME</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">//Platform id</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">//Type id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">type</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Type name</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">type</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_put_binary_type">OP_PUT_BINARY_TYPE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Registers binary type information in cluster.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type id; Java-style hash code of the type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Affinity key field name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">BinaryField count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">BinaryField</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of BinaryField:</p>
+<p class="tableblock"><code>String</code> Field name</p>
+<p class="tableblock"><code>int</code> Type id; Java-style hash code of the type name.</p>
+<p class="tableblock"><code>int</code> Field id; Java-style hash code of the field name.</p>
+<p class="tableblock">Repeat for as many times as the BinaryField count that is passed in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Is Enum or not.</p>
+<p class="tableblock">If set to true, then you have to pass the following 2 parameters. Otherwise, skip them.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Pass only if 'is enum' parameter is 'true'.</p>
+<p class="tableblock">Enum field count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String + int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Pass only if 'is enum' parameter is 'true'.</p>
+<p class="tableblock">Enum values. An enum value is a pair of a literal value (String) and numerical value (int).</p>
+<p class="tableblock">Repeat for as many times as the Enum field count that is passed in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">BinarySchema count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">BinarySchema</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of BinarySchema:</p>
+<p class="tableblock"><code>int</code> Unique schema id.</p>
+<p class="tableblock"><code>int</code> Number of fields in the schema.</p>
+<p class="tableblock"><code>int</code> Field id; Java-style hash code of the field name. Repeat for as many times as the total number of fields in the schema.</p>
+<p class="tableblock">Repeat for as many times as the BinarySchema count that is passed in the previous parameter.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">type</span> <span class="o">=</span> <span class="s">"ignite.myexamples.model.Person"</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">120</span><span class="o">,</span> <span class="no">OP_BINARY_TYPE_PUT</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Type id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">type</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Type name</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">type</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Affinity key field name</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">101</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Field count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Field 1</span>
+<span class="nc">String</span> <span class="n">field1</span> <span class="o">=</span> <span class="s">"id"</span><span class="o">;</span>
+<span class="n">writeBinaryTypeField</span><span class="o">(</span><span class="n">field1</span><span class="o">,</span> <span class="s">"long"</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Field 2</span>
+<span class="nc">String</span> <span class="n">field2</span> <span class="o">=</span> <span class="s">"name"</span><span class="o">;</span>
+<span class="n">writeBinaryTypeField</span><span class="o">(</span><span class="n">field2</span><span class="o">,</span> <span class="s">"String"</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Field 3</span>
+<span class="nc">String</span> <span class="n">field3</span> <span class="o">=</span> <span class="s">"salary"</span><span class="o">;</span>
+<span class="n">writeBinaryTypeField</span><span class="o">(</span><span class="n">field3</span><span class="o">,</span> <span class="s">"int"</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// isEnum</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Schema count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Schema</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">657</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Schema id; can be any custom value</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// field count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">field1</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">field2</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">field3</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="kd">private</span> <span class="kd">static</span> <span class="kt">void</span> <span class="nf">writeBinaryTypeField</span> <span class="o">(</span><span class="nc">String</span> <span class="n">field</span><span class="o">,</span> <span class="nc">String</span> <span class="n">fieldType</span><span class="o">,</span> <span class="nc">DataOutputStream</span> <span class="n">out</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span><span class="o">{</span>
+ <span class="n">writeString</span><span class="o">(</span><span class="n">field</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+ <span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">fieldType</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+ <span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">field</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#operation-codes">Operation Codes</a></li>
+<li><a href="#op_get_binary_type_name">OP_GET_BINARY_TYPE_NAME</a></li>
+<li><a href="#op_get_binary_type">OP_GET_BINARY_TYPE</a></li>
+<li><a href="#op_register_binary_type_name">OP_REGISTER_BINARY_TYPE_NAME</a></li>
+<li><a href="#op_put_binary_type">OP_PUT_BINARY_TYPE</a></li>
+</ul>
+
+
+<footer>
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+ docsearch({
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+ // we create your config
+ apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
+ indexName: 'apache_ignite',
+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
+ // Set debug to true to inspect the dropdown
+ debug: false,
+ });
+ </script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
+</body>
+
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diff --git a/docs/2.9.0/binary-client-protocol/cache-configuration.html b/docs/2.9.0/binary-client-protocol/cache-configuration.html
new file mode 100644
index 0000000..9fe7674
--- /dev/null
+++ b/docs/2.9.0/binary-client-protocol/cache-configuration.html
@@ -0,0 +1,3600 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
+ <script>
+ window.dataLayer = window.dataLayer || [];
+ function gtag(){dataLayer.push(arguments);}
+ gtag('js', new Date());
+
+ gtag('config', 'UA-61232409-1');
+ </script>
+
+
+
+ <meta charset="UTF-8">
+ <meta name="ignite-version" content="2.9.0" />
+ <title>Cache Configuration | Ignite Documentation</title>
+
+ <link rel="canonical" href="/docs/2.9.0/binary-client-protocol/cache-configuration" />
+
+
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
+ <link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
+ <link rel="shortcut icon" href="/favicon.ico">
+ <meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
+
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
+
+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
+
+
+</head>
+<body>
+ <header>
+ <div class="container">
+ <button type='button' class='menu' title='Docs menu'>
+ <img src="/assets/images/menu-icon.svg"/>
+ </button>
+ <div class='home'>
+ <a href="/" class='home' title='Apache Ignite home'>
+ <img src="/assets/images/apache_ignite_logo.svg" alt="Apache Ignite logo" width="103" >
+ </a>
+ </div>
+
+ <nav>
+
+ </nav>
+
+ <select id="version-selector">
+ <option value="2.9.0">2.9.0</option>
+ </select>
+
+ <a href="https://github.com/apache/ignite" title='GitHub' class='github' target="_blank">
+ <img src="/assets/images/github-gray.svg" alt="GitHub logo">
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+
+ <form class='search'>
+ <button class="search-close" type='button'><img src='/assets/images/cancel.svg'></button>
+ <input type="search" placeholder="Search…" id="search-input">
+ </form>
+ <button type='button' class='search-toggle'><img src='/assets/images/search.svg'></button>
+ <button type='button' class='top-nav-toggle'>â‹®</button>
+
+
+
+ </div>
+</header>
+
+
+ <link rel="stylesheet" href="/assets/css/docs.css">
+<section class='page-docs'>
+
+
+
+
+<nav class='left-nav' data-swiftype-index='false'>
+
+
+ <li>
+
+
+ <a href="/docs/2.9.0/preface" class='' >Preface</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+
+
+
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+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
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+
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+
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+
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+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
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+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
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+
+ class=''
+ >Overview</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
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+
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
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+
+
+
+ </nav>
+
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+
+ <li>
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+ <li>
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+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
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+
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+ <li>
+
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+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
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+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/binary-client-protocol/cache-configuration.adoc" target="_blank">Edit</a>
+
+ <h1>Cache Configuration</h1>
+
+ <div class="sect1">
+<h2 id="operation-codes">Operation Codes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Upon successful handshake with an Ignite server node, a client can start performing various cahe configuration operations by sending a request (see request/response structure below) with a specific operation code:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 66.6666%;">
+<col style="width: 33.3334%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Operation</th>
+<th class="tableblock halign-left valign-top">OP_CODE</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_NAMES</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1050</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_CREATE_WITH_NAME</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1051</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_OR_CREATE_WITH_NAME</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1052</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_CREATE_WITH_CONFIGURATION</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1053</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_OR_CREATE_WITH_CONFIGURATION</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1054</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_CONFIGURATION</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1055</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_DESTROY</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1056</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SCAN</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2000</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SCAN_CURSOR_GET_PAGE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2001</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2002</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL_CURSOR_GET_PAGE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2003</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL_FIELDS</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2004</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL_FIELDS_CURSOR_GET_PAGE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2005</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_BINARY_TYPE_NAME_GET</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3000</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_BINARY_TYPE_NAME_PUT</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3001</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_BINARY_TYPE_GET</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3002</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_BINARY_TYPE_PUT</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3003</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Note that the above mentioned op_codes are part of the request header, as explained <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#standard-message-header">here</a>.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<h3 id="customs-methods-used-in-sample-code-snippets-implementation" class="discrete">Customs Methods Used in Sample Code Snippets Implementation</h3>
+<div class="paragraph">
+<p>Some of the code snippets below use <code>readDataObject(…​)</code> introduced in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this section</a> and little-endian versions of methods for reading and writing multiple-byte values that are covered in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this example</a>.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_create_with_name">OP_CACHE_CREATE_WITH_NAME</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Creates a cache with a given name. Cache template can be applied if there is '*' in the cache name. Throws exception if a cache with specified name already exists.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache name.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="nc">String</span> <span class="n">cacheName</span> <span class="o">=</span> <span class="s">"myNewCache"</span><span class="o">;</span>
+
+<span class="kt">int</span> <span class="n">nameLength</span> <span class="o">=</span> <span class="n">cacheName</span><span class="o">.</span><span class="na">getBytes</span><span class="o">(</span><span class="s">"UTF-8"</span><span class="o">).</span><span class="na">length</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">5</span> <span class="o">+</span> <span class="n">nameLength</span><span class="o">,</span> <span class="no">OP_CACHE_CREATE_WITH_NAME</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache name</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">cacheName</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Send request</span>
+<span class="n">out</span><span class="o">.</span><span class="na">flush</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_or_create_with_name">OP_CACHE_GET_OR_CREATE_WITH_NAME</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Creates a cache with a given name. Cache template can be applied if there is '*' in the cache name. Does nothing if the cache exists.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache name.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="nc">String</span> <span class="n">cacheName</span> <span class="o">=</span> <span class="s">"myNewCache"</span><span class="o">;</span>
+
+<span class="kt">int</span> <span class="n">nameLength</span> <span class="o">=</span> <span class="n">cacheName</span><span class="o">.</span><span class="na">getBytes</span><span class="o">(</span><span class="s">"UTF-8"</span><span class="o">).</span><span class="na">length</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">5</span> <span class="o">+</span> <span class="n">nameLength</span><span class="o">,</span> <span class="no">OP_CACHE_GET_OR_CREATE_WITH_NAME</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache name</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">cacheName</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Send request</span>
+<span class="n">out</span><span class="o">.</span><span class="na">flush</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_names">OP_CACHE_GET_NAMES</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Gets existing cache names.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache name.</p>
+<p class="tableblock">Repeat for as many times as the cache count that is obtained in the previous parameter.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="no">OP_CACHE_GET_NAMES</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Cache count</span>
+<span class="kt">int</span> <span class="n">cacheCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Cache names</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">cacheCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">type</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// type code</span>
+
+ <span class="kt">int</span> <span class="n">strLen</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// length</span>
+
+ <span class="kt">byte</span><span class="o">[]</span> <span class="n">buf</span> <span class="o">=</span> <span class="k">new</span> <span class="kt">byte</span><span class="o">[</span><span class="n">strLen</span><span class="o">];</span>
+
+ <span class="n">readFully</span><span class="o">(</span><span class="n">in</span><span class="o">,</span> <span class="n">buf</span><span class="o">,</span> <span class="mi">0</span><span class="o">,</span> <span class="n">strLen</span><span class="o">);</span>
+
+ <span class="nc">String</span> <span class="n">s</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">String</span><span class="o">(</span><span class="n">buf</span><span class="o">);</span> <span class="c1">// cache name</span>
+
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="n">s</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_configuration">OP_CACHE_GET_CONFIGURATION</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Gets configuration for the given cache.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Flag.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Length of the configuration in bytes (all the configuration parameters).</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheConfiguration</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of Cache configuration (See below).</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Cache Configuration</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Number of backups.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheMode:</p>
+<p class="tableblock">LOCAL = 0</p>
+<p class="tableblock">REPLICATED = 1</p>
+<p class="tableblock">PARTITIONED = 2</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CopyOnRead</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">DataRegionName</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">EagerTTL</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">StatisticsEnabled</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">GroupName</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Invalidate</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">DefaultLockTimeout (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">MaxQueryIterators</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Name</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">IsOnheapCacheEnabled</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">PartitionLossPolicy:</p>
+<p class="tableblock">READ_ONLY_SAFE = 0</p>
+<p class="tableblock">READ_ONLY_ALL = 1</p>
+<p class="tableblock">READ_WRITE_SAFE = 2</p>
+<p class="tableblock">READ_WRITE_ALL = 3</p>
+<p class="tableblock">IGNORE = 4</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryDetailMetricsSize</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryParellelism</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">ReadFromBackup</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceBatchSize</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceBatchesPrefetchCount</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceDelay (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceMode:</p>
+<p class="tableblock">SYNC = 0</p>
+<p class="tableblock">ASYNC = 1</p>
+<p class="tableblock">NONE = 2</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceOrder</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceThrottle (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceTimeout (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SqlEscapeAll</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SqlIndexInlineMaxSize</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SqlSchema</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">WriteSynchronizationMode:</p>
+<p class="tableblock">FULL_SYNC = 0</p>
+<p class="tableblock">FULL_ASYNC = 1</p>
+<p class="tableblock">PRIMARY_SYNC = 2</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheKeyConfiguration count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheKeyConfiguration</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of CacheKeyConfiguration:</p>
+<p class="tableblock"><code>String</code> Type name</p>
+<p class="tableblock"><code>String</code> Affinity key field name</p>
+<p class="tableblock">Repeat for as many times as the CacheKeyConfiguration count that is obtained in the previous parameter.
+int QueryEntity count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryEntity * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of QueryEntity (see below).</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>QueryEntity</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Table name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key field name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value field name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryField count</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryField * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of QueryField:</p>
+<p class="tableblock"><code>String</code> Name</p>
+<p class="tableblock"><code>String</code> Type name</p>
+<p class="tableblock"><code>bool</code> Is key field</p>
+<p class="tableblock"><code>bool</code> Is notNull constraint field</p>
+<p class="tableblock">Repeat for as many times as the QueryField count that is obtained in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Alias count</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">(String + String) * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Field name aliases.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryIndex count</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryIndex * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of QueryIndex:</p>
+<p class="tableblock"><code>String</code> Index name</p>
+<p class="tableblock"><code>byte</code> Index type:</p>
+<p class="tableblock">SORTED = 0</p>
+<p class="tableblock">FULLTEXT = 1</p>
+<p class="tableblock">GEOSPATIAL = 2</p>
+<p class="tableblock"><code>int</code> Inline size</p>
+<p class="tableblock"><code>int</code> Field count</p>
+<p class="tableblock"><code>(string + bool) * count</code> Fields (name + IsDescensing)</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">cacheName</span> <span class="o">=</span> <span class="s">"myCache"</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="no">OP_CACHE_GET_CONFIGURATION</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Config length</span>
+<span class="kt">int</span> <span class="n">configLen</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// CacheAtomicityMode</span>
+<span class="kt">int</span> <span class="n">cacheAtomicityMode</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Backups</span>
+<span class="kt">int</span> <span class="n">backups</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// CacheMode</span>
+<span class="kt">int</span> <span class="n">cacheMode</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// CopyOnRead</span>
+<span class="kt">boolean</span> <span class="n">copyOnRead</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Other configurations</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_create_with_configuration">OP_CACHE_CREATE_WITH_CONFIGURATION</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Creates cache with provided configuration. An exception is thrown if the name is already in use.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Length of the configuration in bytes (all the used configuration parameters).</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Number of configuration parameters.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">short + property type</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Configuration Property data.</p>
+<p class="tableblock">Repeat for as many times as the number of configuration parameters.</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Any number of configuration parameters can be provided. Note that <code>Name</code> is required.</p>
+</div>
+<div class="paragraph">
+<p>Cache configuration data is specified in key-value form, where key is the <code>short</code> property id and value is property-specific data. Table below describes all available parameters.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 20%;">
+<col style="width: 20%;">
+<col style="width: 60%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Property Code</th>
+<th class="tableblock halign-left valign-top">Property Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheAtomicityMode:</p>
+<p class="tableblock">TRANSACTIONAL = 0,</p>
+<p class="tableblock">ATOMIC = 1</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Backups</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheMode:
+LOCAL = 0, REPLICATED = 1, PARTITIONED = 2</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">5</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">boolean</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CopyOnRead</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">100</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">DataRegionName</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">405</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">boolean</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">EagerTtl</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">406</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">boolean</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">StatisticsEnabled</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">400</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">GroupName</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">402</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">DefaultLockTimeout (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">403</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">MaxConcurrentAsyncOperations</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">206</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">MaxQueryIterators</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Name</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">101</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">IsOnheapcacheEnabled</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">404</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">PartitionLossPolicy:</p>
+<p class="tableblock">READ_ONLY_SAFE = 0,</p>
+<p class="tableblock"> READ_ONLY_ALL = 1,</p>
+<p class="tableblock"> READ_WRITE_SAFE = 2,</p>
+<p class="tableblock"> READ_WRITE_ALL = 3,</p>
+<p class="tableblock"> IGNORE = 4</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">202</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryDetailMetricsSize</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">201</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryParallelism</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">6</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">ReadFromBackup</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">303</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceBatchSize</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">304</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceBatchesPrefetchCount</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">301</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceDelay (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">300</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceMode: SYNC = 0, ASYNC = 1, NONE = 2</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">305</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceOrder</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">306</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceThrottle (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">302</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">RebalanceTimeout (milliseconds)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">205</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SqlEscapeAll</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">204</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SqlIndexInlineMaxSize</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">203</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SqlSchema</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">WriteSynchronizationMode:</p>
+<p class="tableblock">FULL_SYNC = 0,</p>
+<p class="tableblock"> FULL_ASYNC = 1,</p>
+<p class="tableblock">PRIMARY_SYNC = 2</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">401</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int + CacheKeyConfiguration * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheKeyConfiguration count + CacheKeyConfiguration</p>
+<p class="tableblock">Structure of CacheKeyConfiguration:</p>
+<p class="tableblock"><code>String</code> Type name</p>
+<p class="tableblock"><code>String</code> Affinity key field name</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">200</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int + QueryEntity * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryEntity count + QueryEntity</p>
+<p class="tableblock">Structure of QueryEntity: (see below)</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>QueryEntity</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value type name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Table name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key field name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value field name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryField count</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryField</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of QueryField:</p>
+<p class="tableblock"><code>String</code> Name</p>
+<p class="tableblock"><code>String</code> Type name</p>
+<p class="tableblock"><code>bool</code> Is key field</p>
+<p class="tableblock"><code>bool</code> Is notNull constraint field</p>
+<p class="tableblock">Repeat for as many times as the QueryField count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Alias count</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String + String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Field name alias.</p>
+<p class="tableblock">Repeat for as many times as the alias count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryIndex count</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">QueryIndex</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Structure of QueryIndex:</p>
+<p class="tableblock"><code>String</code> Index name</p>
+<p class="tableblock"><code>byte</code> Index type:</p>
+<p class="tableblock">SORTED = 0</p>
+<p class="tableblock">FULLTEXT = 1</p>
+<p class="tableblock">GEOSPATIAL = 2</p>
+<p class="tableblock"><code>int</code> Inline size</p>
+<p class="tableblock"><code>int</code> Field count</p>
+<p class="tableblock"><code>string + bool</code> Fields (name + IsDescensing)</p>
+<p class="tableblock">Repeat for as many times as the field count that is passed in the previous parameter.</p>
+<p class="tableblock">Repeat for as many times as the QueryIndex count.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">30</span><span class="o">,</span> <span class="no">OP_CACHE_CREATE_WITH_CONFIGURATION</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Config length in bytes</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">16</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Number of properties</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Backups opcode</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="c1">// Backups: 2</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Name opcode</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="c1">// Name</span>
+<span class="n">writeString</span><span class="o">(</span><span class="s">"myNewCache"</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_or_create_with_configuration">OP_CACHE_GET_OR_CREATE_WITH_CONFIGURATION</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Creates cache with provided configuration. Does nothing if the name is already in use.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">CacheConfiguration</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache configuration (see format above).</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">30</span><span class="o">,</span> <span class="no">OP_CACHE_GET_OR_CREATE_WITH_CONFIGURATION</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Config length in bytes</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">16</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Number of properties</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Backups opcode</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Backups: 2</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Name opcode</span>
+<span class="n">writeShortLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Name</span>
+<span class="n">writeString</span><span class="o">(</span><span class="s">"myNewCache"</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_destroy">OP_CACHE_DESTROY</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Destroys the cache with a given name.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">cacheName</span> <span class="o">=</span> <span class="s">"myCache"</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">4</span><span class="o">,</span> <span class="no">OP_CACHE_DESTROY</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Send request</span>
+<span class="n">out</span><span class="o">.</span><span class="na">flush</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#operation-codes">Operation Codes</a></li>
+<li><a href="#op_cache_create_with_name">OP_CACHE_CREATE_WITH_NAME</a></li>
+<li><a href="#op_cache_get_or_create_with_name">OP_CACHE_GET_OR_CREATE_WITH_NAME</a></li>
+<li><a href="#op_cache_get_names">OP_CACHE_GET_NAMES</a></li>
+<li><a href="#op_cache_get_configuration">OP_CACHE_GET_CONFIGURATION</a></li>
+<li><a href="#op_cache_create_with_configuration">OP_CACHE_CREATE_WITH_CONFIGURATION</a></li>
+<li><a href="#op_cache_get_or_create_with_configuration">OP_CACHE_GET_OR_CREATE_WITH_CONFIGURATION</a></li>
+<li><a href="#op_cache_destroy">OP_CACHE_DESTROY</a></li>
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+ // we create your config
+ apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
+ indexName: 'apache_ignite',
+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
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diff --git a/docs/2.9.0/binary-client-protocol/data-format.html b/docs/2.9.0/binary-client-protocol/data-format.html
new file mode 100644
index 0000000..77d1f1f
--- /dev/null
+++ b/docs/2.9.0/binary-client-protocol/data-format.html
@@ -0,0 +1,4633 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
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+
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+
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+
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+ <a href="/" class='home' title='Apache Ignite home'>
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+ </a>
+ </div>
+
+ <nav>
+
+ </nav>
+
+ <select id="version-selector">
+ <option value="2.9.0">2.9.0</option>
+ </select>
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+ <button type='button' class='top-nav-toggle'>â‹®</button>
+
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+
+ </div>
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+ <link rel="stylesheet" href="/assets/css/docs.css">
+<section class='page-docs'>
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+<nav class='left-nav' data-swiftype-index='false'>
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+ <a href="/docs/2.9.0/preface" class='' >Preface</a>
+
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+ <li>
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+ >Java</a>
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+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
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+ </li>
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+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
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+ class=''
+ >Node.JS</a>
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+
+ class=''
+ >SQL</a>
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+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
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+ </li>
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+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
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+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
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+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
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+
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+
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+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
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+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
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+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
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+
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+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
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+ >TCP/IP Discovery</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
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+ class=''
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+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
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+ class=''
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+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
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+ >Configuring Data Regions</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
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+
+ <li>
+
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+
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+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
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+ >Configuring Partition Backups</a>
+
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+
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+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
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+
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+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
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+ >Expiry Policy</a>
+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
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+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
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+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class='active'>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
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+
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+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
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+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
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+
+
+
+ </nav>
+
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+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
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+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
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+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
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+
+ </li>
+
+ <li>
+
+
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+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
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+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
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+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
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+
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+ </nav>
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+
+ <li>
+
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+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
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+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
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+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
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+
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+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/binary-client-protocol/data-format.adoc" target="_blank">Edit</a>
+
+ <h1>Data Format</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Standard data types are represented as a combination of type code and value.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>type_code</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed one-byte integer code that indicates the type of the value.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>value</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value itself. Its format and size depends on the type_code</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Below you can find description of the supported types and their format.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="primitives">Primitives</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Primitives are the very basic types, such as numbers.</p>
+</div>
+<div class="sect2">
+<h3 id="byte">Byte</h3>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Single byte value.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="short">Short</h3>
+<div class="paragraph">
+<p>Type code: 2;</p>
+</div>
+<div class="paragraph">
+<p>2-bytes long signed integer number. Little-endian.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>Value</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="int">Int</h3>
+<div class="paragraph">
+<p>Type code: 3;</p>
+</div>
+<div class="paragraph">
+<p>4-bytes long signed integer number. Little-endian.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>value</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="long">Long</h3>
+<div class="paragraph">
+<p>Type code: 4;</p>
+</div>
+<div class="paragraph">
+<p>8-bytes long signed integer number. Little-endian.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>value</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">8</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="float">Float</h3>
+<div class="paragraph">
+<p>Type code: 5;</p>
+</div>
+<div class="paragraph">
+<p>4-byte long IEEE 754 floating-point number. Little-endian.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">value</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="double">Double</h3>
+<div class="paragraph">
+<p>Type code: 6;</p>
+</div>
+<div class="paragraph">
+<p>8-byte long IEEE 754 floating-point number. Little-endian.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">value</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">8</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="char">Char</h3>
+<div class="paragraph">
+<p>Type code: 7;</p>
+</div>
+<div class="paragraph">
+<p>Single UTF-16 code unit. Little-endian.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">value</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The UTF-16 code unit in little-endian.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="bool">Bool</h3>
+<div class="paragraph">
+<p>Type code: 8;</p>
+</div>
+<div class="paragraph">
+<p>Boolean value. Zero for false and non-zero for true.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">value</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value. Zero for false and non-zero for true.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="null">NULL</h3>
+<div class="paragraph">
+<p>Type code: 101;</p>
+</div>
+<div class="paragraph">
+<p>This is not exactly a type. It’s just a null value, which can be assigned to object of any type.
+Has no payload, only consists of the type code.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="standard-objects">Standard objects</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="string">String</h3>
+<div class="paragraph">
+<p>Type code: 9;</p>
+</div>
+<div class="paragraph">
+<p>String in UTF-8 encoding. Should always be a valid UTF-8 string.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. Length of the string in UTF-8 code units, i.e. in bytes.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">data</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String data in UTF-8 encoding. Without BOM.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="uuid-guid">UUID (Guid)</h3>
+<div class="paragraph">
+<p>Type code: 10;</p>
+</div>
+<div class="paragraph">
+<p>A universally unique identifier (UUID) is a 128-bit number used to identify information in computer systems.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">most_significant_bits</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">8</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">64-bit number in little endian, representing 64 most significant bits of UUID.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">least_significant_bits</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">8</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">64-bit number in little endian, representing 64 least significant bits of UUID.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="timestamp">Timestamp</h3>
+<div class="paragraph">
+<p>Type code: 33;</p>
+</div>
+<div class="paragraph">
+<p>More precise than a Date data type. Except for a milliseconds since epoch, contains a nanoseconds fraction of a last millisecond, which value could be in a range from 0 to 999999. It means, the full time stamp in nanoseconds can be obtained with the following expression: <code>msecs_since_epoch \* 1000000 + msec_fraction_in_nsecs</code>.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+The nanoseconds time stamp evaluation expression is provided for clarification purposes only. One should not use the expression in production code, as in some languages the expression may result in integer number overflow.
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>msecs_since_epoch</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">8</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. Number of milliseconds elapsed since 00:00:00 1 Jan 1970 UTC. This format widely known as a Unix or POSIX time.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>msec_fraction_in_nsecs</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. Nanosecond fraction of a millisecond.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="date">Date</h3>
+<div class="paragraph">
+<p>Type code: 11;</p>
+</div>
+<div class="paragraph">
+<p>Date, represented as a number of milliseconds elapsed since 00:00:00 1 Jan 1970 UTC. This format widely known as a Unix or POSIX time.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>msecs_since_epoch</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">8</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value. Signed integer number in little-endian.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="time">Time</h3>
+<div class="paragraph">
+<p>Type code: 36;</p>
+</div>
+<div class="paragraph">
+<p>Time, represented as a number of milliseconds elapsed since midnight, i.e. 00:00:00 UTC.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">value</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">8</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. Number of milliseconds elapsed since 00:00:00 UTC.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="decimal">Decimal</h3>
+<div class="paragraph">
+<p>Type code: 30;</p>
+</div>
+<div class="paragraph">
+<p>Numeric value of any desired precision and scale.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">scale</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. Effectively, a power of the ten, on which the unscaled value should be divided. For example, 42 with scale 3 is 0.042, 42 with scale -3 is 42000, and 42 with scale 1 is 42.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. Length of the number in bytes.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">data</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">First bit is the flag of negativity. If it’s set to 1, then value is negative. Other bits form signed integer number of variable length in big-endian format.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="enum">Enum</h3>
+<div class="paragraph">
+<p>Type code: 28;</p>
+</div>
+<div class="paragraph">
+<p>Value of an enumerable type. For such types defined only a finite number of named values.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">type_id</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. See <a href="#type-id">Type ID</a> for details.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">ordinal</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number stored in little-endian. Enumeration value ordinal . Its position in its enum declaration, where the initial constant is assigned an ordinal of zero.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="arrays-of-primitives">Arrays of primitives</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Arrays of this kind only contain payloads of values as elements. They all have similar format. See format description in a table below for details. Pay attention that array only contains payloads, not type codes.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>element_0_payload</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Depends on the type.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Payload of the value 0.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>element_1_payload</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Depends on the type.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Payload of the value 1.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>element_N_payload</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Depends on the type.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Payload of the value N.</p></td>
+</tr>
+</tbody>
+</table>
+<div class="sect2">
+<h3 id="byte-array">Byte array</h3>
+<div class="paragraph">
+<p>Type code: 12;</p>
+</div>
+<div class="paragraph">
+<p>Array of bytes. May be either a piece of raw data, or array of small signed integer numbers.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "byte".</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Short array</p>
+</div>
+<div class="paragraph">
+<p>Type code: 13;</p>
+</div>
+<div class="paragraph">
+<p>Array of short signed integer numbers.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length * 2</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "short".</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="int-array">Int array</h3>
+<div class="paragraph">
+<p>Type code: 14;</p>
+</div>
+<div class="paragraph">
+<p>Array of signed integer numbers.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length * 4</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "int".</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="long-array">Long array</h3>
+<div class="paragraph">
+<p>Type code: 15;</p>
+</div>
+<div class="paragraph">
+<p>Array of long signed integer numbers.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length * 8</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "long".</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="float-array">Float array</h3>
+<div class="paragraph">
+<p>Type code: 16;</p>
+</div>
+<div class="paragraph">
+<p>Array of floating point numbers.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length * 4</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "float".</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="double-array">Double array</h3>
+<div class="paragraph">
+<p>Type code: 17;</p>
+</div>
+<div class="paragraph">
+<p>Array of floating point numbers with double precision.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length * 8</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "double".</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="char-array">Char array</h3>
+<div class="paragraph">
+<p>Type code: 18;</p>
+</div>
+<div class="paragraph">
+<p>Array of UTF-16 code units. Unlike string, this type is not necessary contains valid UTF-16 text.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length * 2</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "char".</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="bool-array">Bool array</h3>
+<div class="paragraph">
+<p>Type code: 19;</p>
+</div>
+<div class="paragraph">
+<p>Array of boolean values.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a payload of type "bool".</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="arrays-of-standard-objects">Arrays of standard objects</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Arrays of this kind contain full values as elements. It means, their elements contain type code as well as payload. This format allows for elements of such collections to be NULL values. That’s why they are called "objects". They all have similar format. See format description in a table below for details.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>element_0_full_value</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Depends on value type.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Full value of the element 0. Contains of type code and payload. Also, can be NULL.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>element_1_full_value</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Depends on value type.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Full value of the element 1 or NULL.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>element_N_full_value</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Depends on value type.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Full value of the element N or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+<div class="sect2">
+<h3 id="string-array">String array</h3>
+<div class="paragraph">
+<p>Type code: 20;</p>
+</div>
+<div class="paragraph">
+<p>Array of UTF-8 string values.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Depends on every string length. Every element size is either <code>5 + value_length</code> for string, or 1 for <code>NULL</code>.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of type "string", including type code, or <code>NULL</code>.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="uuid-guid-array">UUID (Guid) array</h3>
+<div class="paragraph">
+<p>Type code: 21;</p>
+</div>
+<div class="paragraph">
+<p>Array of UUIDs (Guids).</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Every element size is either 17 for UUID, or 1 for NULL.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of type "UUID", including type code, or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="timestamp-array">Timestamp array</h3>
+<div class="paragraph">
+<p>Type code: 34;</p>
+</div>
+<div class="paragraph">
+<p>Array of timestamp values.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Every element size is either 13 for Timestamp, or 1 for NULL.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of type "timestamp", including type code, or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="date-array">Date array</h3>
+<div class="paragraph">
+<p>Type code: 22;</p>
+</div>
+<div class="paragraph">
+<p>Array of dates.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Every element size is either 9 for Date, or 1 for NULL.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of type "date", including type code, or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="time-array">Time array</h3>
+<div class="paragraph">
+<p>Type code: 37;</p>
+</div>
+<div class="paragraph">
+<p>Array of time values.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Every element size is either 9 for Time, or 1 for NULL.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of type "time", including type code, or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="decimal-array">Decimal array</h3>
+<div class="paragraph">
+<p>Type code: 31;</p>
+</div>
+<div class="paragraph">
+<p>Array of decimal values.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Every element size is either <code>9 + value_length</code> for Decimal, or 1 for NULL.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of type "decimal", including type code, or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="object-collections">Object collections</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="object-array">Object array</h3>
+<div class="paragraph">
+<p>Type code: 23;</p>
+</div>
+<div class="paragraph">
+<p>Array of objects of any type. Can contain objects of any type. This includes standard objects of any type, as well as complex objects of various types, NULL values and any combinations of them. This also means, that collections may contain other collections.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">type_id</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type identifier of the contained objects. For example, in Java this type is used to de-serialize to a Type[]. Obviously, all values in array should have Type as a parent. It is parent type of any object type. For example, in Java this always can be java.lang.Object. Type ID for such "root" object type is -1. See <a href="#type-id">Type ID</a> for details.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the array.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Depends on sizes of the objects.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of any type or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="collection">Collection</h3>
+<div class="paragraph">
+<p>Type code: 24;</p>
+</div>
+<div class="paragraph">
+<p>General collection type. Just as an object array, contains objects, but unlike array, it have a hint for a deserialization to a platform-specific collection of a certain type, not just an array. There are following collection types:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>USER_SET</code> = -1. This is a general set type, which can not be mapped to more specific set type. Still, it is known, that it is set. It makes sense to deserialize such a collection to the basic and most widely used set-like type on your platform, e.g. hash set.</p>
+</li>
+<li>
+<p><code>USER_COL</code> = 0. This is a general collection type, which can not be mapped to any more specific collection type. It makes sense to deserialize such a collection to the basic and most widely used collection type on your platform, e.g. resizeable array.</p>
+</li>
+<li>
+<p><code>ARR_LIST</code> = 1. This is in fact a resizeable array type.</p>
+</li>
+<li>
+<p><code>LINKED_LIST</code> = 2. This is a linked list type.</p>
+</li>
+<li>
+<p><code>HASH_SET</code> = 3. This is a basic hash set type.</p>
+</li>
+<li>
+<p><code>LINKED_HASH_SET</code> = 4. This is a hash set type, which maintains element order.</p>
+</li>
+<li>
+<p><code>SINGLETON_LIST</code> = 5. This is a collection that only contains a single element, but behaves as a collection. Could be used by platforms for optimization purposes. If not applicable, any collection type could be used.</p>
+</li>
+</ul>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>Collection type byte is used as a hint by a certain platform to deserialize a collection to the most suitable type. For example, in Java HASH_SET deserialized to java.util.HashSet, while LINKED_HASH_SET deserialized to java.util.LinkedHashSet. It is recommended for a thin client implementation to try and use the most suitable collection type on serialization and deserialization. But still, it is only a hint, which user can ignore if it is not relevant or not applicable for the platform.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the collection.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">type</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type of the collection. See description for details.
+elements</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="map">Map</h3>
+<div class="paragraph">
+<p>Type code: 25;</p>
+</div>
+<div class="paragraph">
+<p>Map-like collection type. Contains pairs of key and value objects. Both key and value objects can be objects of a various types. It includes standard objects of various type, as well as complex objects of various types and any combinations of them. Have a hint for a deserialization to a map of a certain type. There are following map types:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>HASH_MAP</code> = 1. This is a basic hash map.</p>
+</li>
+<li>
+<p><code>LINKED_HASH_MAP</code> = 2. This is a hash map, which maintains element order.</p>
+</li>
+</ul>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>Map type byte is used as a hint by a certain platform to deserialize a collection to the most suitable type. It is recommended for a thin client implementation to try and use the most suitable map type on serialization and deserialization. But still, it is only a hint, which user can ignore if it is not relevant or not applicable for the platform.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the collection.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">type</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type of the collection. See description for details.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Depends on sizes of the objects.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Elements here are keys and values, followed one by one in pairs. Every element is a full value of any type or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="enum-array">Enum array</h3>
+<div class="paragraph">
+<p>Type code: 29;</p>
+</div>
+<div class="paragraph">
+<p>Array of enumerable type value. Element could be either enumerable value or null. So, any element either occupies 9 bytes or 1 byte.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">type_id</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Type identifier of the contained objects. For example, in Java this type is used to de-serialize to a EnumType[]. Obviously, all values in array should have EnumType as a parent. It is parent type of any enumerable object type. See <a href="#type-id">Type ID</a> for details.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number. Number of elements in the collection.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">elements</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable. Depends on sizes of the objects.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Elements sequence. Every element is a full value of enum type or NULL.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="complex-object">Complex object</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Type code: 103;</p>
+</div>
+<div class="paragraph">
+<p>Complex object consist of a 24-byte header, set of fields (data objects), and a schema (field IDs and positions). Depending on an operation and your data model, a data object can be of a primitive type or complex type (set of fields).</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Optionality</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>version</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Mandatory</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>flags</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Mandatory</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>type_id</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Mandatory</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>hash_code</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Mandatory</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>length</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Mandatory</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>schema_id</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Mandatory</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>object_fields</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length. Optional</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>schema</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length. Optional</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>raw_data_offset</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Optional</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect1">
+<h2 id="version">Version</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>This is a field, indicating complex object layout version. It is needed for backward compatibility. Clients should check this field and indicate error to a user, if the object layout version is unknown to them, to prevent data corruption and unpredictable results of the de-serialization.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="flags">Flags</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>This field is 16-bit long little-endian bitmask. Contains object flags, which indicate how the object instance should be handled by a reader. There are following flags:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>USER_TYPE = 0x0001</code> - Indicates that type is a user type. Should be always set for any client type. Can be ignored on a de-serialization.</p>
+</li>
+<li>
+<p><code>HAS_SCHEMA = 0x0002</code> - Indicates that object layout contains schema in the footer. See <a href="#schema">Schema</a> for details.</p>
+</li>
+<li>
+<p><code>HAS_RAW_DATA = 0x0004</code> - Indicating that object has raw data. See <a href="#raw-data-offset">Raw data offset</a> for details.</p>
+</li>
+<li>
+<p><code>OFFSET_ONE_BYTE = 0x0008</code> - Indicating that schema field offset is one byte long. See <a href="#schema">Schema</a> for details.</p>
+</li>
+<li>
+<p><code>OFFSET_TWO_BYTES = 0x0010</code> - Indicating that schema field offset is two byte long. See <a href="#schema">Schema</a> for details.</p>
+</li>
+<li>
+<p><code>COMPACT_FOOTER = 0x0020</code> - Indicating that footer does not contain field IDs, only offsets. See <a href="#schema">Schema</a> for details.</p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="type-id">Type ID</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>This field contains a unique type identifier. It is 4 bytes long and stored in little-endian. By default, Type ID is obtained as a Java-style hash code of the type name. Type ID evaluation algorithm should be the same across all platforms in the cluster for all platforms to be able to operate with objects of this type. Default type ID calculation algorithm, which is recommended for use by all thin clients, can be found below.</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">static</span> <span class="kt">int</span> <span class="nf">hashCode</span><span class="o">(</span><span class="nc">String</span> <span class="n">str</span><span class="o">)</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">len</span> <span class="o">=</span> <span class="n">str</span><span class="o">.</span><span class="na">length</span><span class="o">;</span>
+
+ <span class="kt">int</span> <span class="n">h</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span>
+
+ <span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">len</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">c</span> <span class="o">=</span> <span class="n">str</span><span class="o">.</span><span class="na">charAt</span><span class="o">(</span><span class="n">i</span><span class="o">);</span>
+
+ <span class="n">c</span> <span class="o">=</span> <span class="nc">Character</span><span class="o">.</span><span class="na">toLowerCase</span><span class="o">(</span><span class="n">c</span><span class="o">);</span>
+
+ <span class="n">h</span> <span class="o">=</span> <span class="mi">31</span> <span class="o">*</span> <span class="n">h</span> <span class="o">+</span> <span class="n">c</span><span class="o">;</span>
+ <span class="o">}</span>
+
+ <span class="k">return</span> <span class="n">h</span><span class="o">;</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="c"><span class="kt">int32_t</span> <span class="nf">HashCode</span><span class="p">(</span><span class="k">const</span> <span class="kt">char</span><span class="o">*</span> <span class="n">val</span><span class="p">,</span> <span class="kt">size_t</span> <span class="n">size</span><span class="p">)</span>
+<span class="p">{</span>
+ <span class="k">if</span> <span class="p">(</span><span class="o">!</span><span class="n">val</span> <span class="o">&&</span> <span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+ <span class="k">return</span> <span class="mi">0</span><span class="p">;</span>
+
+ <span class="kt">int32_t</span> <span class="n">hash</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+
+ <span class="k">for</span> <span class="p">(</span><span class="kt">size_t</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">size</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span>
+ <span class="p">{</span>
+ <span class="kt">char</span> <span class="n">c</span> <span class="o">=</span> <span class="n">val</span><span class="p">[</span><span class="n">i</span><span class="p">];</span>
+
+ <span class="k">if</span> <span class="p">(</span><span class="sc">'A'</span> <span class="o"><=</span> <span class="n">c</span> <span class="o">&&</span> <span class="n">c</span> <span class="o"><=</span> <span class="sc">'Z'</span><span class="p">)</span>
+ <span class="n">c</span> <span class="o">|=</span> <span class="mh">0x20</span><span class="p">;</span>
+
+ <span class="n">hash</span> <span class="o">=</span> <span class="mi">31</span> <span class="o">*</span> <span class="n">hash</span> <span class="o">+</span> <span class="n">c</span><span class="p">;</span>
+ <span class="p">}</span>
+
+ <span class="k">return</span> <span class="n">hash</span><span class="p">;</span>
+<span class="p">}</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="hash-code">Hash code</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Hash code of the value. It is stored as a 4-byte long little-endian value and calculated as a Java-style hash of contents without header. Used by Ignite engine for comparisons, for example - to compare keys. Hash calculation algorithm can be found below.</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">static</span> <span class="kt">int</span> <span class="nf">dataHashCode</span><span class="o">(</span><span class="kt">byte</span><span class="o">[]</span> <span class="n">data</span><span class="o">)</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">len</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="na">length</span><span class="o">;</span>
+
+ <span class="kt">int</span> <span class="n">h</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span>
+
+ <span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">len</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span>
+ <span class="n">h</span> <span class="o">=</span> <span class="mi">31</span> <span class="o">*</span> <span class="n">h</span> <span class="o">+</span> <span class="n">data</span><span class="o">[</span><span class="n">i</span><span class="o">];</span>
+
+ <span class="k">return</span> <span class="n">h</span><span class="o">;</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="c"><span class="kt">int32_t</span> <span class="nf">GetDataHashCode</span><span class="p">(</span><span class="k">const</span> <span class="kt">void</span><span class="o">*</span> <span class="n">data</span><span class="p">,</span> <span class="kt">size_t</span> <span class="n">size</span><span class="p">)</span>
+<span class="p">{</span>
+ <span class="k">if</span> <span class="p">(</span><span class="o">!</span><span class="n">data</span><span class="p">)</span>
+ <span class="k">return</span> <span class="mi">0</span><span class="p">;</span>
+
+ <span class="kt">int32_t</span> <span class="n">hash</span> <span class="o">=</span> <span class="mi">1</span><span class="p">;</span>
+ <span class="k">const</span> <span class="kt">int8_t</span><span class="o">*</span> <span class="n">bytes</span> <span class="o">=</span> <span class="n">static_cast</span><span class="o"><</span><span class="k">const</span> <span class="kt">int8_t</span><span class="o">*></span><span class="p">(</span><span class="n">data</span><span class="p">);</span>
+
+ <span class="k">for</span> <span class="p">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">size</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span>
+ <span class="n">hash</span> <span class="o">=</span> <span class="mi">31</span> <span class="o">*</span> <span class="n">hash</span> <span class="o">+</span> <span class="n">bytes</span><span class="p">[</span><span class="n">i</span><span class="p">];</span>
+
+ <span class="k">return</span> <span class="n">hash</span><span class="p">;</span>
+<span class="p">}</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="length">Length</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>This field contains full length of the object including header. It is stored as a 4-byte long little-endian integer number. Using this field you can easily skip the whole object by simply increasing current data stream position by the value of this field.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="schema-id">Schema ID</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Object schema identifier. It is stored as a 4-byte long little-endian value and calculated as a hash of all object field IDs. It is used for complex object size optimization. Ignite uses schema ID to avoid writing of the whole schema to the end of the every complex object value. Instead, it stores all schemas in the binary metadata store and only writes field offsets to the object. This optimization helps to significantly reduce size for the complex object containing a lot of short fields (such as ints).</p>
+</div>
+<div class="paragraph">
+<p>If the schema is missing (e.g. the whole object is written in raw mode, or have no fields at all), the schema ID field is 0.</p>
+</div>
+<div class="paragraph">
+<p>See <a href="#schema">Schema</a> for details on schema structure.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>Schema ID can not be determined using Type ID as objects of the same type (and thus, having the same Type ID) can have a multiple schemas, i.e. field sequence.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Schema ID calculation algorithm can be found below:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="cm">/** FNV1 hash offset basis. */</span>
+<span class="kd">private</span> <span class="kd">static</span> <span class="kd">final</span> <span class="kt">int</span> <span class="no">FNV1_OFFSET_BASIS</span> <span class="o">=</span> <span class="mh">0x811C9DC5</span><span class="o">;</span>
+
+<span class="cm">/** FNV1 hash prime. */</span>
+<span class="kd">private</span> <span class="kd">static</span> <span class="kd">final</span> <span class="kt">int</span> <span class="no">FNV1_PRIME</span> <span class="o">=</span> <span class="mh">0x01000193</span><span class="o">;</span>
+
+<span class="kd">static</span> <span class="kt">int</span> <span class="nf">calculateSchemaId</span><span class="o">(</span><span class="kt">int</span> <span class="n">fieldIds</span><span class="o">[])</span>
+<span class="o">{</span>
+ <span class="k">if</span> <span class="o">(</span><span class="n">fieldIds</span> <span class="o">==</span> <span class="kc">null</span> <span class="o">||</span> <span class="n">fieldIds</span><span class="o">.</span><span class="na">length</span> <span class="o">==</span> <span class="mi">0</span><span class="o">)</span>
+ <span class="k">return</span> <span class="mi">0</span><span class="o">;</span>
+
+ <span class="kt">int</span> <span class="n">len</span> <span class="o">=</span> <span class="n">fieldIds</span><span class="o">.</span><span class="na">length</span><span class="o">;</span>
+
+ <span class="kt">int</span> <span class="n">schemaId</span> <span class="o">=</span> <span class="no">FNV1_OFFSET_BASIS</span><span class="o">;</span>
+
+ <span class="k">for</span> <span class="o">(</span><span class="n">size_t</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">len</span><span class="o">;</span> <span class="o">++</span><span class="n">i</span><span class="o">)</span>
+ <span class="o">{</span>
+ <span class="n">fieldId</span> <span class="o">=</span> <span class="n">fieldIds</span><span class="o">[</span><span class="n">i</span><span class="o">];</span>
+
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">^</span> <span class="o">(</span><span class="n">fieldId</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">*</span> <span class="no">FNV1_PRIME</span><span class="o">;</span>
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">^</span> <span class="o">((</span><span class="n">fieldId</span> <span class="o">>></span> <span class="mi">8</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">*</span> <span class="no">FNV1_PRIME</span><span class="o">;</span>
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">^</span> <span class="o">((</span><span class="n">fieldId</span> <span class="o">>></span> <span class="mi">16</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">*</span> <span class="no">FNV1_PRIME</span><span class="o">;</span>
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">^</span> <span class="o">((</span><span class="n">fieldId</span> <span class="o">>></span> <span class="mi">24</span><span class="o">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="o">);</span>
+ <span class="n">schemaId</span> <span class="o">=</span> <span class="n">schemaId</span> <span class="o">*</span> <span class="no">FNV1_PRIME</span><span class="o">;</span>
+ <span class="o">}</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="c"><span class="cm">/** FNV1 hash offset basis. */</span>
+<span class="k">enum</span> <span class="p">{</span> <span class="n">FNV1_OFFSET_BASIS</span> <span class="o">=</span> <span class="mh">0x811C9DC5</span> <span class="p">};</span>
+
+<span class="cm">/** FNV1 hash prime. */</span>
+<span class="k">enum</span> <span class="p">{</span> <span class="n">FNV1_PRIME</span> <span class="o">=</span> <span class="mh">0x01000193</span> <span class="p">};</span>
+
+<span class="kt">int32_t</span> <span class="nf">CalculateSchemaId</span><span class="p">(</span><span class="k">const</span> <span class="kt">int32_t</span><span class="o">*</span> <span class="n">fieldIds</span><span class="p">,</span> <span class="kt">size_t</span> <span class="n">num</span><span class="p">)</span>
+<span class="p">{</span>
+ <span class="k">if</span> <span class="p">(</span><span class="o">!</span><span class="n">fieldIds</span> <span class="o">||</span> <span class="n">num</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+ <span class="k">return</span> <span class="mi">0</span><span class="p">;</span>
+
+ <span class="kt">int32_t</span> <span class="n">schemaId</span> <span class="o">=</span> <span class="n">FNV1_OFFSET_BASIS</span><span class="p">;</span>
+
+ <span class="k">for</span> <span class="p">(</span><span class="kt">size_t</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">num</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span>
+ <span class="p">{</span>
+ <span class="n">fieldId</span> <span class="o">=</span> <span class="n">fieldIds</span><span class="p">[</span><span class="n">i</span><span class="p">];</span>
+
+ <span class="n">schemaId</span> <span class="o">^=</span> <span class="n">fieldId</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="p">;</span>
+ <span class="n">schemaId</span> <span class="o">*=</span> <span class="n">FNV1_PRIME</span><span class="p">;</span>
+ <span class="n">schemaId</span> <span class="o">^=</span> <span class="p">(</span><span class="n">fieldId</span> <span class="o">>></span> <span class="mi">8</span><span class="p">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="p">;</span>
+ <span class="n">schemaId</span> <span class="o">*=</span> <span class="n">FNV1_PRIME</span><span class="p">;</span>
+ <span class="n">schemaId</span> <span class="o">^=</span> <span class="p">(</span><span class="n">fieldId</span> <span class="o">>></span> <span class="mi">16</span><span class="p">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="p">;</span>
+ <span class="n">schemaId</span> <span class="o">*=</span> <span class="n">FNV1_PRIME</span><span class="p">;</span>
+ <span class="n">schemaId</span> <span class="o">^=</span> <span class="p">(</span><span class="n">fieldId</span> <span class="o">>></span> <span class="mi">24</span><span class="p">)</span> <span class="o">&</span> <span class="mh">0xFF</span><span class="p">;</span>
+ <span class="n">schemaId</span> <span class="o">*=</span> <span class="n">FNV1_PRIME</span><span class="p">;</span>
+ <span class="p">}</span>
+<span class="p">}</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="object-fields">Object Fields</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Object fields. Every field is a binary object and could be either complex or standard type. Note that a complex object that has no fields at all is a valid object and may be encountered. Every field can have or not have a name. For named fields there is an offset written in the object schema, by which they can be located in object without de-serialization of the whole object. Fields without name are always stored after the named fields and are written in a so called "raw mode".</p>
+</div>
+<div class="paragraph">
+<p>Thus, fields that have been written in a raw mode can only be accessed by sequential read in the same order as they were written, while named fields can be read in a random order.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="schema">Schema</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Object schema. Any complex object may have or have no schema, so this field is optional. Schema is not present in object, if there is no named fields in object. It also includes cases, when the object does not have fields at all. You should check the HAS_SCHEMA object flag to determine if the object has schema.</p>
+</div>
+<div class="paragraph">
+<p>The main purpose of a schema is to allow for fast search of object fields. For this purpose, schema contains a sequence of offsets of object fields in the object payload. Field offsets themselves can be of a different size. The size of these fields determined on a write by a max offset value. If it is in the range of [24..255] bytes, then 1-byte offset is used, if it’s in the range of [256..65535] bytes, then 2-byte offset is used. In all other cases 4-byte offsets are used. To determine the size of the offsets on read, clients should check <code>OFFSET_ONE_BYTE</code> and <code>OFFSET_TWO_BYTES</code> flags. If the <code>OFFSET_ONE_BYTE</code> flag is set, then offsets are 1 byte long, else if <code>OFFSET_TWO_BYTES</code> flag is set, then offsets are 2-byte long, otherwise offsets are 4-byte long.</p>
+</div>
+<div class="paragraph">
+<p>There are two formats of schema supported:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Full schema approach - simpler to implement but uses more resources.</p>
+</li>
+<li>
+<p>Compact footer approach - harder to implement, but provides better performance and reduces memory consumption; thus it is recommended for new clients to implement this approach.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>You can find more details on both formats below.</p>
+</div>
+<div class="paragraph">
+<p>Note that the flag COMPACT_FOOTER should be checked by clients to determine which approach is used in every specific object.</p>
+</div>
+<div class="sect2">
+<h3 id="full-schema-approach">Full schema approach</h3>
+<div class="paragraph">
+<p>When this approach is used, COMPACT_FOOTER flag is not set and the whole object schema is written to the footer of the object. In this case only complex object itself is needed for a de-serialization - schema_id field is ignored and no additional data is required. The structure of the schema field of the complex object in this case can be found below:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 25%;">
+<col style="width: 25%;">
+<col style="width: 50%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_id_0</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">ID of the field with the index 0. 4-byte long hash stored in little-endian. The Field ID calculated using field name the same way it is done for a <a href="#type-id">Type ID</a>.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_offset_0</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable, depending on the size of the object: 1, 2 or 4.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Unsigned integer number stored in little-endian Offset of the field in object, starting from the very first byte of the full object value (i.e. type_code position).</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_id_1</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4-byte long hash stored in little-endian. ID of the field with the index 1.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_offset_1</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable, depending on the size of the object: 1, 2 or 4.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Unsigned integer number stored in little-endian. Offset of the field in object.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_id_N</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4-byte long hash stored in little-endian. ID of the field with the index N.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_offset_N</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable, depending on the size of the object: 1, 2 or 4.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Unsigned integer number stored in little-endian. Offset of the field in object.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="compact-footer-approach">Compact footer approach</h3>
+<div class="paragraph">
+<p>In this approach, COMPACT_FOOTER flag is set and only field offset sequence is written to the object footer. In this case client uses schema_id field to search objects schema in a previously stored meta store to find out fields order and associate field with its offset.</p>
+</div>
+<div class="paragraph">
+<p>If this approach is used, client needs to keep schemas in a special meta store and send/retrieve them to Ignite servers. See <a href="/docs/2.9.0/check">Binary Types</a> for details.</p>
+</div>
+<div class="paragraph">
+<p>The structure of the schema in this case can be found below:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 25%;">
+<col style="width: 25%;">
+<col style="width: 50%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size in bytes</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_offset_0</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable, depending on the size of the object: 1, 2 or 4.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Unsigned integer number stored in little-endian. Offset of the field 0 in the object, starting from the very first byte of the full object value (i.e. type_code position).</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_offset_1</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable, depending on the size of the object: 1, 2 or 4.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Unsigned integer number stored in little-endian. Offset of the 1-st field in object.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>field_id_N</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Variable, depending on the size of the object: 1, 2 or 4.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Unsigned integer number stored in little-endian.
+Offset of the N-th field in object.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="raw-data-offset">Raw data offset</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Optional field. Only present in object, if there is any fields, that have been written in a raw mode. In this case, HAS_RAW_DATA flag is set and the raw data offset field is present and is stored as an 4-byte long little-endian value, which points to the offset of the raw data in complex object, starting from the very first byte of the header (i.e. this field always greater than a header length).</p>
+</div>
+<div class="paragraph">
+<p>This field is used to position stream for user to start reading in a raw mode.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="special-types">Special types</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="wrapped-data">Wrapped Data</h3>
+<div class="paragraph">
+<p>Type code: 27;</p>
+</div>
+<div class="paragraph">
+<p>One or more binary objects can be wrapped in an array. This allows reading, storing, passing and writing objects efficiently without understanding their contents, performing simple byte copy.
+All cache operations return complex objects inside a wrapper (but not primitives).</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number stored in little-endian. Size of the wrapped data in bytes.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">payload</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">length</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Payload.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">offset</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number stored in little-endian. Offset of the object within an array. Array can contain an object graph, this offset points to the root object.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="binary-enum">Binary enum</h3>
+<div class="paragraph">
+<p>Type code: 38</p>
+</div>
+<div class="paragraph">
+<p>Wrapped enumerable type. This type can be returned by the engine in place of the ordinary enum type. Enums should be written in this form when Binary API is used.</p>
+</div>
+<div class="paragraph">
+<p>Structure:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 16.6666%;">
+<col style="width: 16.6666%;">
+<col style="width: 66.6668%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Field</th>
+<th class="tableblock halign-left valign-top">Size</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">type_id</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number in little-endian. See <a href="#type-id">Type ID</a> for details.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">ordinal</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Signed integer number stored in little-endian. Enumeration value ordinal . Its position in its enum declaration, where the initial constant is assigned an ordinal of zero.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="serialization-and-deserialization-examples">Serialization and Deserialization examples</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="reading-objects">Reading objects</h3>
+<div class="paragraph">
+<p>A code template below shows how to read data of various types from an input byte stream:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">private</span> <span class="kd">static</span> <span class="nc">Object</span> <span class="nf">readDataObject</span><span class="o">(</span><span class="nc">DataInputStream</span> <span class="n">in</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="kt">byte</span> <span class="n">code</span> <span class="o">=</span> <span class="n">in</span><span class="o">.</span><span class="na">readByte</span><span class="o">();</span>
+
+ <span class="k">switch</span> <span class="o">(</span><span class="n">code</span><span class="o">)</span> <span class="o">{</span>
+ <span class="k">case</span> <span class="mi">1</span><span class="o">:</span>
+ <span class="k">return</span> <span class="n">in</span><span class="o">.</span><span class="na">readByte</span><span class="o">();</span>
+ <span class="k">case</span> <span class="mi">2</span><span class="o">:</span>
+ <span class="k">return</span> <span class="nf">readShortLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="k">case</span> <span class="mi">3</span><span class="o">:</span>
+ <span class="k">return</span> <span class="nf">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="k">case</span> <span class="mi">4</span><span class="o">:</span>
+ <span class="k">return</span> <span class="nf">readLongLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="k">case</span> <span class="mi">27</span><span class="o">:</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">len</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="c1">// Assume 0 offset for simplicity</span>
+ <span class="nc">Object</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">offset</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="k">return</span> <span class="n">res</span><span class="o">;</span>
+ <span class="o">}</span>
+ <span class="k">case</span> <span class="mi">103</span><span class="o">:</span>
+ <span class="kt">byte</span> <span class="n">ver</span> <span class="o">=</span> <span class="n">in</span><span class="o">.</span><span class="na">readByte</span><span class="o">();</span>
+ <span class="k">assert</span> <span class="n">ver</span> <span class="o">==</span> <span class="mi">1</span><span class="o">;</span> <span class="c1">// version</span>
+ <span class="kt">short</span> <span class="n">flags</span> <span class="o">=</span> <span class="n">readShortLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">typeId</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">hash</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">len</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">schemaId</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">schemaOffset</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">byte</span><span class="o">[]</span> <span class="n">data</span> <span class="o">=</span> <span class="k">new</span> <span class="kt">byte</span><span class="o">[</span><span class="n">len</span> <span class="o">-</span> <span class="mi">24</span><span class="o">];</span>
+ <span class="n">in</span><span class="o">.</span><span class="na">read</span><span class="o">(</span><span class="n">data</span><span class="o">);</span>
+ <span class="k">return</span> <span class="s">"Binary Object: "</span> <span class="o">+</span> <span class="n">typeId</span><span class="o">;</span>
+ <span class="k">default</span><span class="o">:</span>
+ <span class="k">throw</span> <span class="k">new</span> <span class="nf">Error</span><span class="o">(</span><span class="s">"Unsupported type: "</span> <span class="o">+</span> <span class="n">code</span><span class="o">);</span>
+ <span class="o">}</span>
+<span class="o">}</span></code></pre>
+</div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="int-2">Int</h3>
+<div class="paragraph">
+<p>The following code snippet shows how to write and read a data object of type int, using a socket based output/input stream.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Write int data object</span>
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="kt">int</span> <span class="n">val</span> <span class="o">=</span> <span class="mi">11</span><span class="o">;</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">val</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Read int data object</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+<span class="kt">int</span> <span class="n">typeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="kt">int</span> <span class="n">val</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Refer to the <a href="/docs/2.9.0/example">example section</a> for implementation of <code>write…​()</code> and <code>read..()</code> methods shown above.</p>
+</div>
+<div class="paragraph">
+<p>As another example, for String type, the structure would be:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String type code, 9.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String length in UTF-8 bytes.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bytes</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Actual string.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="string-2">String</h3>
+<div class="paragraph">
+<p>The code snippet below shows how to write and read a String value following this format:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">private</span> <span class="kd">static</span> <span class="kt">void</span> <span class="nf">writeString</span> <span class="o">(</span><span class="nc">String</span> <span class="n">str</span><span class="o">,</span> <span class="nc">DataOutputStream</span> <span class="n">out</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">9</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// type code for String</span>
+
+ <span class="kt">int</span> <span class="n">strLen</span> <span class="o">=</span> <span class="n">str</span><span class="o">.</span><span class="na">getBytes</span><span class="o">(</span><span class="s">"UTF-8"</span><span class="o">).</span><span class="na">length</span><span class="o">;</span> <span class="c1">// length of the string</span>
+ <span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">strLen</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+ <span class="n">out</span><span class="o">.</span><span class="na">writeBytes</span><span class="o">(</span><span class="n">str</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="kd">private</span> <span class="kd">static</span> <span class="nc">String</span> <span class="nf">readString</span><span class="o">(</span><span class="nc">DataInputStream</span> <span class="n">in</span><span class="o">)</span> <span class="kd">throws</span> <span class="nc">IOException</span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">type</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// type code</span>
+
+ <span class="kt">int</span> <span class="n">strLen</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// length of the string</span>
+
+ <span class="kt">byte</span><span class="o">[]</span> <span class="n">buf</span> <span class="o">=</span> <span class="k">new</span> <span class="kt">byte</span><span class="o">[</span><span class="n">strLen</span><span class="o">];</span>
+
+ <span class="n">readFully</span><span class="o">(</span><span class="n">in</span><span class="o">,</span> <span class="n">buf</span><span class="o">,</span> <span class="mi">0</span><span class="o">,</span> <span class="n">strLen</span><span class="o">);</span>
+
+ <span class="k">return</span> <span class="k">new</span> <span class="nf">String</span><span class="o">(</span><span class="n">buf</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#primitives">Primitives</a>
+<ul class="sectlevel2">
+<li><a href="#byte">Byte</a></li>
+<li><a href="#short">Short</a></li>
+<li><a href="#int">Int</a></li>
+<li><a href="#long">Long</a></li>
+<li><a href="#float">Float</a></li>
+<li><a href="#double">Double</a></li>
+<li><a href="#char">Char</a></li>
+<li><a href="#bool">Bool</a></li>
+<li><a href="#null">NULL</a></li>
+</ul>
+</li>
+<li><a href="#standard-objects">Standard objects</a>
+<ul class="sectlevel2">
+<li><a href="#string">String</a></li>
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+<li><a href="#long-array">Long array</a></li>
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+</ul>
+</li>
+<li><a href="#arrays-of-standard-objects">Arrays of standard objects</a>
+<ul class="sectlevel2">
+<li><a href="#string-array">String array</a></li>
+<li><a href="#uuid-guid-array">UUID (Guid) array</a></li>
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+<li><a href="#collection">Collection</a></li>
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+<li><a href="#length">Length</a></li>
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+<li><a href="#object-fields">Object Fields</a></li>
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+<ul class="sectlevel2">
+<li><a href="#full-schema-approach">Full schema approach</a></li>
+<li><a href="#compact-footer-approach">Compact footer approach</a></li>
+</ul>
+</li>
+<li><a href="#raw-data-offset">Raw data offset</a></li>
+<li><a href="#special-types">Special types</a>
+<ul class="sectlevel2">
+<li><a href="#wrapped-data">Wrapped Data</a></li>
+<li><a href="#binary-enum">Binary enum</a></li>
+</ul>
+</li>
+<li><a href="#serialization-and-deserialization-examples">Serialization and Deserialization examples</a>
+<ul class="sectlevel2">
+<li><a href="#reading-objects">Reading objects</a></li>
+<li><a href="#int-2">Int</a></li>
+<li><a href="#string-2">String</a></li>
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diff --git a/docs/2.9.0/binary-client-protocol/key-value-queries.html b/docs/2.9.0/binary-client-protocol/key-value-queries.html
new file mode 100644
index 0000000..5c203fa
--- /dev/null
+++ b/docs/2.9.0/binary-client-protocol/key-value-queries.html
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+
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+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
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+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/binary-client-protocol/key-value-queries.adoc" target="_blank">Edit</a>
+
+ <h1>Key-Value Queries</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>This page describes the key-value operations that you can perform with a cache. The key-value operations are equivalent to Ignite’s native cache operations. Each operation has a <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#standard-message-header">header</a> and operation-specific data.</p>
+</div>
+<div class="paragraph">
+<p>Refer to the Data Format page for a list of available data types and data format specification.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="operation-codes">Operation Codes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Upon successful handshake with an Ignite server node, a client can start performing various key-value operations by sending a request (see request/response structure below) with a specific operation code:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 66.6666%;">
+<col style="width: 33.3334%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Operation</th>
+<th class="tableblock halign-left valign-top">OP_CODE</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1000</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_PUT</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1001</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_PUT_IF_ABSENT</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1002</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_ALL</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1003</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_PUT_ALL</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1004</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_AND_PUT</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1005</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_AND_REPLACE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1006</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_AND_REMOVE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1007</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_AND_PUT_IF_ABSENT</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1008</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_REPLACE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1009</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_REPLACE_IF_EQUALS</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1010</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_CONTAINS_KEY</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1011</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_CONTAINS_KEYS</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1012</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_CLEAR</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1013</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_CLEAR_KEY</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1014</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_CLEAR_KEYS</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1015</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_REMOVE_KEY</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1016</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_REMOVE_IF_EQUALS</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1017</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_REMOVE_KEYS</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1018</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_REMOVE_ALL</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1019</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_CACHE_GET_SIZE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1020</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Note that the above mentioned op_codes are part of the request header, as explained <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#standard-message-header">here</a>.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<h3 id="customs-methods-used-in-sample-code-snippets-implementation" class="discrete">Customs Methods Used in Sample Code Snippets Implementation</h3>
+<div class="paragraph">
+<p>Some of the code snippets below use <code>readDataObject(…​)</code> introduced in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this section</a> and little-endian versions of methods for reading and writing multiple-byte values that are covered in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this example</a>.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get">OP_CACHE_GET</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Retrieves a value from a cache by key. If the cache does not contain the key, null is returned.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key of the cache entry to be returned.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value that corresponds to the given key. null if the cache does not contain the key.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">10</span><span class="o">,</span> <span class="no">OP_CACHE_GET</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting cache value (Data Object)</span>
+<span class="kt">int</span> <span class="n">resTypeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="kt">int</span> <span class="n">value</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_all">OP_CACHE_GET_ALL</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Retrieves multiple key-value pairs from a cache.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key for the cache entry.</p>
+<p class="tableblock">Repeat for as many times as the key count that is passed in the previous parameter.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Result count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key Data Object + Value Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Resulting key-value pairs. Keys that are not present in the cache are not included.</p>
+<p class="tableblock">Repeat for as many times as the result count that is obtained in the previous parameter.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">19</span><span class="o">,</span> <span class="no">OP_CACHE_GET_ALL</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Key count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Data object 1</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Data object 2</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Result count</span>
+<span class="kt">int</span> <span class="n">resCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">resCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="c1">// Resulting data object</span>
+ <span class="kt">int</span> <span class="n">resKeyTypeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+ <span class="kt">int</span> <span class="n">resKey</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+ <span class="c1">// Resulting data object</span>
+ <span class="kt">int</span> <span class="n">resValTypeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+ <span class="kt">int</span> <span class="n">resValue</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span> <span class="c1">// Cache value</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_put">OP_CACHE_PUT</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Puts a value with a given key to a cache (overwriting existing value if any).</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key for the cache entry.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value for the key.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response Header</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_CACHE_PUT</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_put_all">OP_CACHE_PUT_ALL</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Puts multiple key-value pairs to cache (overwriting existing associations if any).</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key-value pair count</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key Data Object + Value Data</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Object Key-value pairs.</p>
+<p class="tableblock">Repeat for as many times as the key-value pair count that is passed in the previous parameter.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">29</span><span class="o">,</span> <span class="no">OP_CACHE_PUT_ALL</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Entry Count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object 1</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object 1</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span>
+
+<span class="c1">// Cache key data object 2</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object 2</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_contains_key">OP_CACHE_CONTAINS_KEY</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Returns a value indicating whether given key is present in cache.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key for the cache entry.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">True when key is present, false otherwise.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">10</span><span class="o">,</span> <span class="no">OP_CACHE_CONTAINS_KEY</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Result</span>
+<span class="kt">boolean</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_contains_keys">OP_CACHE_CONTAINS_KEYS</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Returns a value indicating whether all given keys are present in cache.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key obtained from cache.</p>
+<p class="tableblock">Repeat for as many times as the key count that is passed in the previous parameter.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">True when keys are present, false otherwise.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">19</span><span class="o">,</span> <span class="no">OP_CACHE_CONTAINS_KEYS</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">//Count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object 1</span>
+<span class="kt">int</span> <span class="n">key1</span> <span class="o">=</span> <span class="mi">11</span><span class="o">;</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache key data object 2</span>
+<span class="kt">int</span> <span class="n">key2</span> <span class="o">=</span> <span class="mi">22</span><span class="o">;</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting boolean value</span>
+<span class="kt">boolean</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_and_put">OP_CACHE_GET_AND_PUT</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Puts a key and an associated value into a cache and returns the previous value for that key. If the cache does not contain the key, a new entry is created and null is returned.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key to be updated.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The new value for the specified key.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The existing value associated with the specified key, or null.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_CACHE_GET_AND_PUT</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting cache value (Data Object)</span>
+<span class="kt">int</span> <span class="n">resTypeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="kt">int</span> <span class="n">value</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_and_replace">OP_CACHE_GET_AND_REPLACE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Replaces the value associated with the given key in the specified cache and returns the previous value. If the cache does not contain the key, the operation returns null without changing the cache.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key whose value is to be replaced.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The new value to be associated with the specified key.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The previous value associated with the given key, or null if the key does not exist.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_CACHE_GET_AND_REPLACE</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting cache value (Data Object)</span>
+<span class="kt">int</span> <span class="n">resTypeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="kt">int</span> <span class="n">value</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_and_remove">OP_CACHE_GET_AND_REMOVE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Removes a specific entry from a cache and returns the entry’s value. If the key does not exist, null is returned.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key to be removed.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The existing value associated with the specified key or null, if the key does not exist.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">10</span><span class="o">,</span> <span class="no">OP_CACHE_GET_AND_REMOVE</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting cache value (Data Object)</span>
+<span class="kt">int</span> <span class="n">resTypeCode</span> <span class="o">=</span> <span class="n">readByte</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="kt">int</span> <span class="n">value</span> <span class="o">=</span> <span class="n">readInt</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_put_if_absent">OP_CACHE_PUT_IF_ABSENT</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Puts an entry to a cache if that entry does not exist.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key of the entry to be added.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value of the key to be added.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">true if the new entry is created, false if the entry already exists.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_CACHE_PUT_IF_ABSENT</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache Value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting boolean value</span>
+<span class="kt">boolean</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_and_put_if_absent">OP_CACHE_GET_AND_PUT_IF_ABSENT</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Puts an entry to a cache if it does not exist; otherwise, returns the existing value.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key of the entry to be added.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value of the entry to be added.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">null if the cache does not contain the entry (in this case a new entry is created) or the existing value associated with the given key.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_CACHE_GET_AND_PUT_IF_ABSENT</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting cache value (Data Object)</span>
+<span class="kt">int</span> <span class="n">resTypeCode</span> <span class="o">=</span> <span class="n">readByteLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+<span class="kt">int</span> <span class="n">value</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_replace">OP_CACHE_REPLACE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Puts a value with a given key to cache only if the key already exists.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key for the cache entry.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value for the key.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value indicating whether replace happened.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_CACHE_REPLACE</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">boolean</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_replace_if_equals">OP_CACHE_REPLACE_IF_EQUALS</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Puts a value with a given key to cache only if the key already exists and value equals provided value.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key for the cache entry.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value to be compared with the existing value in the cache for the given key.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">New value for the key.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value indicating whether replace happened.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">20</span><span class="o">,</span> <span class="no">OP_CACHE_REPLACE_IF_EQUALS</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value to compare</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">newValue</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// New cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">boolean</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_clear">OP_CACHE_CLEAR</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Clears the cache without notifying listeners or cache writers. See the javadoc for the corresponding cache method.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="no">OP_CACHE_CLEAR</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_clear_key">OP_CACHE_CLEAR_KEY</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Clears the cache key without notifying listeners or cache writers. See the javadoc for the corresponding cache method.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key for the cache entry.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">10</span><span class="o">,</span> <span class="no">OP_CACHE_CLEAR_KEY</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);;</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_clear_keys">OP_CACHE_CLEAR_KEYS</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Clears the cache keys without notifying listeners or cache writers. See the javadoc for the corresponding cache method.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object * count</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Keys</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">19</span><span class="o">,</span> <span class="no">OP_CACHE_CLEAR_KEYS</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// key count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object 1</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache key data object 2</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_remove_key">OP_CACHE_REMOVE_KEY</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Removes an entry with a given key, notifying listeners and cache writers. See the javadoc for the corresponding cache method.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key for the cache entry.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value indicating whether remove happened.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">10</span><span class="o">,</span> <span class="no">OP_CACHE_REMOVE_KEY</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting boolean value</span>
+<span class="kt">boolean</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_remove_if_equals">OP_CACHE_REMOVE_IF_EQUALS</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Removes an entry with a given key if the specified value is equal to the current value, notifying listeners and cache writers.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key of the entry to be removed.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The value to be compared with the current value.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Value indicating whether remove happened</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_CACHE_REMOVE_IF_EQUALS</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">value</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache value</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Resulting boolean value</span>
+<span class="kt">boolean</span> <span class="n">res</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_get_size">OP_CACHE_GET_SIZE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Gets the number of entries in a cache. This method is equivalent to <code>IgniteCache.size(CachePeekMode…​ peekModes)</code>.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The number of peek modes you are going to request. When set to 0, CachePeekMode.ALL is used. When set to a positive value, you need to specify in the following fields the type of entries that should be counted: all, backup, primary, or near cache entries.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Indicates which type of entries should be counted: 0 = all, 1 = near cache entries, 2 = primary entries, 3 = backup entries.</p>
+<p class="tableblock">This field must be provided as many times as specified in the previous field.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache size.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">10</span><span class="o">,</span> <span class="no">OP_CACHE_GET_SIZE</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Peek mode count; '0' means All</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Peek mode</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Number of entries in cache</span>
+<span class="kt">long</span> <span class="n">cacheSize</span> <span class="o">=</span> <span class="n">readLongLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_remove_keys">OP_CACHE_REMOVE_KEYS</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Removes entries with given keys, notifying listeners and cache writers. See the javadoc for the corresponding cache method.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Number of keys to remove.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key to be removed. If the cache does not contain the key, it is ignored. This field must be provided for each key to be removed.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">…​.</p></td>
+<td class="tableblock halign-left valign-top"></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The key to be removed.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type Description</th>
+<th class="tableblock halign-left valign-top">Header</th>
+</tr>
+</thead>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">19</span><span class="o">,</span> <span class="no">OP_CACHE_REMOVE_KEYS</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// key count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache key data object 1</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span>
+
+<span class="c1">// Cache value data object 2</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Integer type code</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">key2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// Cache key</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_cache_remove_all">OP_CACHE_REMOVE_ALL</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Removes all entries from cache, notifying listeners and cache writers. See the javadoc for the corresponding cache method.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request Header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="no">OP_CACHE_REMOVE_ALL</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flags = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response length</span>
+<span class="kd">final</span> <span class="kt">int</span> <span class="n">len</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Request id</span>
+<span class="kt">long</span> <span class="n">resReqId</span> <span class="o">=</span> <span class="n">readLongLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Success</span>
+<span class="kt">int</span> <span class="n">statusCode</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
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+</div></code-tab></code-tabs>
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+<li><a href="#op_cache_get_all">OP_CACHE_GET_ALL</a></li>
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diff --git a/docs/2.9.0/binary-client-protocol/sql-and-scan-queries.html b/docs/2.9.0/binary-client-protocol/sql-and-scan-queries.html
new file mode 100644
index 0000000..5cbaca2
--- /dev/null
+++ b/docs/2.9.0/binary-client-protocol/sql-and-scan-queries.html
@@ -0,0 +1,3367 @@
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+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
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+
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+
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+
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+
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+
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+
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+
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+
+ <li>
+
+
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+
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class='active'>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
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+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/binary-client-protocol/sql-and-scan-queries.adoc" target="_blank">Edit</a>
+
+ <h1>SQL and Scan Queries</h1>
+
+ <div class="sect1">
+<h2 id="operation-codes">Operation codes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Upon a successful handshake with an Ignite server node, a client can start performing various SQL and scan queries by sending a request (see request/response structure below) with a specific operation code:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 66.6666%;">
+<col style="width: 33.3334%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Operation</th>
+<th class="tableblock halign-left valign-top">OP_CODE</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2002</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL_CURSOR_GET_PAGE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2003</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL_FIELDS</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2004</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SQL_FIELDS_CURSOR_GET_PAGE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2005</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SCAN</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2000</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_QUERY_SCAN_CURSOR_GET_PAGE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2001</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">OP_RESOURCE_CLOSE</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Note that the above mentioned op_codes are part of the request header, as explained <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#standard-message-header">here</a>.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<h3 id="customs-methods-used-in-sample-code-snippets-implementation" class="discrete">Customs Methods Used in Sample Code Snippets Implementation</h3>
+<div class="paragraph">
+<p>Some of the code snippets below use <code>readDataObject(…​)</code> introduced in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this section</a> and little-endian versions of methods for reading and writing multiple-byte values that are covered in <a href="/docs/2.9.0/binary-client-protocol/binary-client-protocol#data-objects">this example</a>.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_query_sql">OP_QUERY_SQL</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Executes an SQL query over data stored in the cluster. The query returns the whole record (key and value).</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Name of a type or SQL table.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SQL query string.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Query argument count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Query argument.</p>
+<p class="tableblock">Repeat for as many times as the query argument count that is passed in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Distributed joins.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Local query.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Replicated only - Whether query contains only replicated tables or not.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor page size.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Timeout (miliseconds).</p>
+<p class="tableblock">Timeout value should be non-negative. Zero value disables timeout.</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Response includes the first page of the result.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id. Can be closed with OP_RESOURSE_CLOSE.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Row count for the first page.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key Data Object + Value Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Records in the form of key-value pairs.</p>
+<p class="tableblock">Repeat for as many times as the row count obtained in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Indicates whether more results are available to be fetched with OP_QUERY_SQL_CURSOR_GET_PAGE.
+When true, query cursor is closed automatically.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">entityName</span> <span class="o">=</span> <span class="s">"Person"</span><span class="o">;</span>
+<span class="kt">int</span> <span class="n">entityNameLength</span> <span class="o">=</span> <span class="n">getStrLen</span><span class="o">(</span><span class="n">entityName</span><span class="o">);</span> <span class="c1">// UTF-8 bytes</span>
+
+<span class="nc">String</span> <span class="n">sql</span> <span class="o">=</span> <span class="s">"Select * from Person"</span><span class="o">;</span>
+<span class="kt">int</span> <span class="n">sqlLength</span> <span class="o">=</span> <span class="n">getStrLen</span><span class="o">(</span><span class="n">sql</span><span class="o">);</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">34</span> <span class="o">+</span> <span class="n">entityNameLength</span> <span class="o">+</span> <span class="n">sqlLength</span><span class="o">,</span> <span class="no">OP_QUERY_SQL</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="nc">String</span> <span class="n">queryCacheName</span> <span class="o">=</span> <span class="s">"personCache"</span><span class="o">;</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">queryCacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flag = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Query Entity</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">entityName</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// SQL query</span>
+<span class="n">writeString</span><span class="o">(</span><span class="n">sql</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Argument count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Joins</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Local query</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Replicated</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// cursor page size</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Timeout</span>
+<span class="n">writeLongLittleEndian</span><span class="o">(</span><span class="mi">5000</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">long</span> <span class="n">cursorId</span> <span class="o">=</span> <span class="n">readLongLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">rowCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Read entries (as user objects)</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">rowCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="nc">Object</span> <span class="n">key</span> <span class="o">=</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="nc">Object</span> <span class="n">val</span> <span class="o">=</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="s">"CacheEntry: "</span> <span class="o">+</span> <span class="n">key</span> <span class="o">+</span> <span class="s">", "</span> <span class="o">+</span> <span class="n">val</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="kt">boolean</span> <span class="n">moreResults</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_query_sql_cursor_get_page">OP_QUERY_SQL_CURSOR_GET_PAGE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Retrieves the next SQL query cursor page by cursor id from OP_QUERY_SQL.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id.</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>Response format looks as follows:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Row count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key Data Object + Value Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Records in the form of key-value pairs.</p>
+<p class="tableblock">Repeat for as many times as the row count obtained in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Indicates whether more results are available to be fetched with OP_QUERY_SQL_CURSOR_GET_PAGE.
+When true, query cursor is closed automatically.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">8</span><span class="o">,</span> <span class="no">OP_QUERY_SQL_CURSOR_GET_PAGE</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cursor Id (received from Sql query operation)</span>
+<span class="n">writeLongLittleEndian</span><span class="o">(</span><span class="n">cursorId</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">rowCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Read entries (as user objects)</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">rowCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++){</span>
+ <span class="nc">Object</span> <span class="n">key</span> <span class="o">=</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="nc">Object</span> <span class="n">val</span> <span class="o">=</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="s">"CacheEntry: "</span> <span class="o">+</span> <span class="n">key</span> <span class="o">+</span> <span class="s">", "</span> <span class="o">+</span> <span class="n">val</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="kt">boolean</span> <span class="n">moreResults</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_query_sql_fields">OP_QUERY_SQL_FIELDS</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Performs SQL fields query.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Use 0. This field is deprecated and will be removed in the future.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Schema for the query; can be null, in which case default PUBLIC schema will be used.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Query cursor page size.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Max rows.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">SQL</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Argument count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Query argument.</p>
+<p class="tableblock">Repeat for as many times as the query argument count that is passed in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Statement type.</p>
+<p class="tableblock">ANY = 0</p>
+<p class="tableblock">SELECT = 1</p>
+<p class="tableblock">UPDATE = 2</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Distributed joins</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Local query.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Replicated only - Whether query contains only replicated tables or not.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Enforce join order.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Collocated - Whether your data is co-located or not.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Lazy query execution.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Timeout (milliseconds).</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Include field names.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id. Can be closed with OP_RESOURCE_CLOSE.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Field (column) count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String (optional)</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Needed only when IncludeFieldNames is true in the request.</p>
+<p class="tableblock">Column name.</p>
+<p class="tableblock">Repeat for as many times as the field count that is retrieved in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">First page row count.
+Data Object Column (field) value. Repeat for as many times as the field count.</p>
+<p class="tableblock">Repeat for as many times as the row count that is retrieved in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Indicates whether more results are available to be retrieved with OP_QUERY_SQL_FIELDS_CURSOR_GET_PAGE.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">String</span> <span class="n">sql</span> <span class="o">=</span> <span class="s">"Select id, salary from Person"</span><span class="o">;</span>
+<span class="kt">int</span> <span class="n">sqlLength</span> <span class="o">=</span> <span class="n">sql</span><span class="o">.</span><span class="na">getBytes</span><span class="o">(</span><span class="s">"UTF-8"</span><span class="o">).</span><span class="na">length</span><span class="o">;</span>
+
+<span class="nc">String</span> <span class="n">sqlSchema</span> <span class="o">=</span> <span class="s">"PUBLIC"</span><span class="o">;</span>
+<span class="kt">int</span> <span class="n">sqlSchemaLength</span> <span class="o">=</span> <span class="n">sqlSchema</span><span class="o">.</span><span class="na">getBytes</span><span class="o">(</span><span class="s">"UTF-8"</span><span class="o">).</span><span class="na">length</span><span class="o">;</span>
+
+<span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">43</span> <span class="o">+</span> <span class="n">sqlLength</span> <span class="o">+</span> <span class="n">sqlSchemaLength</span><span class="o">,</span> <span class="no">OP_QUERY_SQL_FIELDS</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="nc">String</span> <span class="n">queryCacheName</span> <span class="o">=</span> <span class="s">"personCache"</span><span class="o">;</span>
+<span class="kt">int</span> <span class="n">cacheId</span> <span class="o">=</span> <span class="n">queryCacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">();</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">cacheId</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Flag = none</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Schema</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">9</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">sqlSchemaLength</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBytes</span><span class="o">(</span><span class="n">sqlSchema</span><span class="o">);</span> <span class="c1">//sqlSchemaLength</span>
+
+<span class="c1">// cursor page size</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">2</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Max Rows</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// SQL query</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">9</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">sqlLength</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBytes</span><span class="o">(</span><span class="n">sql</span><span class="o">);</span><span class="c1">//sqlLength</span>
+
+<span class="c1">// Argument count</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Statement type</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Joins</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Local query</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Replicated</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Enforce join order</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// collocated</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Lazy</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span>
+
+<span class="c1">// Timeout</span>
+<span class="n">writeLongLittleEndian</span><span class="o">(</span><span class="mi">5000</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Replicated</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">long</span> <span class="n">cursorId</span> <span class="o">=</span> <span class="n">readLongLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">colCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">rowCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Read entries</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">rowCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="kt">long</span> <span class="n">id</span> <span class="o">=</span> <span class="o">(</span><span class="kt">long</span><span class="o">)</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="kt">int</span> <span class="n">salary</span> <span class="o">=</span> <span class="o">(</span><span class="kt">int</span><span class="o">)</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="s">"Person id: "</span> <span class="o">+</span> <span class="n">id</span> <span class="o">+</span> <span class="s">"; Person Salary: "</span> <span class="o">+</span> <span class="n">salary</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="kt">boolean</span> <span class="n">moreResults</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_query_sql_fields_cursor_get_page">OP_QUERY_SQL_FIELDS_CURSOR_GET_PAGE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Retrieves the next query result page by cursor id from OP_QUERY_SQL_FIELDS .</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id received from OP_QUERY_SQL_FIELDS</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Row count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Column (field) value. Repeat for as many times as the field count.</p>
+<p class="tableblock">Repeat for as many times as the row count that is retrieved in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Indicates whether more results are available to be retrieved with OP_QUERY_SQL_FIELDS_CURSOR_GET_PAGE</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">8</span><span class="o">,</span> <span class="no">QUERY_SQL_FIELDS_CURSOR_GET_PAGE</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cursor Id</span>
+<span class="n">writeLongLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">rowCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Read entries (as user objects)</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">rowCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++){</span>
+ <span class="c1">// read data objects * column count.</span>
+<span class="o">}</span>
+
+<span class="kt">boolean</span> <span class="n">moreResults</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_query_scan">OP_QUERY_SCAN</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Performs scan query.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache ID: Java-style hash code of the cache name.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Flag. Pass 0 for default, or 1 to keep the value in binary form.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Filter object. Can be null if you are not going to filter data on the cluster. The filter class has to be added to the classpath of the server nodes.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">byte</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Filter platform:</p>
+<p class="tableblock">JAVA = 1</p>
+<p class="tableblock">DOTNET = 2</p>
+<p class="tableblock">CPP = 3</p>
+<p class="tableblock">Pass this parameter only if filter object is not null.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor page size.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Number of partitions to query (negative to query entire cache).</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Local flag - whether this query should be executed on local node only.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">int</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Row count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key Data Object + Value Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Records in the form of key-value pairs.</p>
+<p class="tableblock">Repeat for as many times as the row count obtained in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Indicates whether more results are available to be fetched with OP_QUERY_SCAN_CURSOR_GET_PAGE.
+When true, query cursor is closed automatically.</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">15</span><span class="o">,</span> <span class="no">OP_QUERY_SCAN</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Cache id</span>
+<span class="nc">String</span> <span class="n">queryCacheName</span> <span class="o">=</span> <span class="s">"personCache"</span><span class="o">;</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="n">queryCacheName</span><span class="o">.</span><span class="na">hashCode</span><span class="o">(),</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// flags</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Filter Object</span>
+<span class="n">writeByteLittleEndian</span><span class="o">(</span><span class="mi">101</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span> <span class="c1">// null</span>
+
+<span class="c1">// Cursor page size</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Partition to query</span>
+<span class="n">writeIntLittleEndian</span><span class="o">(-</span><span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// local flag</span>
+<span class="n">out</span><span class="o">.</span><span class="na">writeBoolean</span><span class="o">(</span><span class="kc">false</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">//Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Cursor id</span>
+<span class="kt">long</span> <span class="n">cursorId</span> <span class="o">=</span> <span class="n">readLongLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="kt">int</span> <span class="n">rowCount</span> <span class="o">=</span> <span class="n">readIntLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+<span class="c1">// Read entries (as user objects)</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="n">rowCount</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="nc">Object</span> <span class="n">key</span> <span class="o">=</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+ <span class="nc">Object</span> <span class="n">val</span> <span class="o">=</span> <span class="n">readDataObject</span><span class="o">(</span><span class="n">in</span><span class="o">);</span>
+
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="s">"CacheEntry: "</span> <span class="o">+</span> <span class="n">key</span> <span class="o">+</span> <span class="s">", "</span> <span class="o">+</span> <span class="n">val</span><span class="o">);</span>
+<span class="o">}</span>
+
+<span class="kt">boolean</span> <span class="n">moreResults</span> <span class="o">=</span> <span class="n">readBooleanLittleEndian</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_query_scan_cursor_get_page">OP_QUERY_SCAN_CURSOR_GET_PAGE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Fetches the next SQL query cursor page by cursor id that is obtained from OP_QUERY_SCAN.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cursor id.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Row count.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Key Data Object + Value Data Object</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Records in the form of key-value pairs.</p>
+<p class="tableblock">Repeat for as many times as the row count obtained in the previous parameter.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">bool</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Indicates whether more results are available to be fetched with OP_QUERY_SCAN_CURSOR_GET_PAGE.
+When true, query cursor is closed automatically.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect1">
+<h2 id="op_resource_close">OP_RESOURCE_CLOSE</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Closes a resource, such as query cursor.</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Request Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Request header.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Resource id.</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Response Type</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Header</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Response header</p></td>
+</tr>
+</tbody>
+</table>
+<code-tabs><code-tab data-tab='Request'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DataOutputStream</span> <span class="n">out</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataOutputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getOutputStream</span><span class="o">());</span>
+
+<span class="c1">// Request header</span>
+<span class="n">writeRequestHeader</span><span class="o">(</span><span class="mi">8</span><span class="o">,</span> <span class="no">OP_RESOURCE_CLOSE</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span>
+
+<span class="c1">// Resource id</span>
+<span class="kt">long</span> <span class="n">cursorId</span> <span class="o">=</span> <span class="mi">1</span><span class="o">;</span>
+<span class="n">writeLongLittleEndian</span><span class="o">(</span><span class="n">cursorId</span><span class="o">,</span> <span class="n">out</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Response'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Read result</span>
+<span class="nc">DataInputStream</span> <span class="n">in</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DataInputStream</span><span class="o">(</span><span class="n">socket</span><span class="o">.</span><span class="na">getInputStream</span><span class="o">());</span>
+
+<span class="c1">// Response header</span>
+<span class="n">readResponseHeader</span><span class="o">(</span><span class="n">in</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#operation-codes">Operation codes</a></li>
+<li><a href="#op_query_sql">OP_QUERY_SQL</a></li>
+<li><a href="#op_query_sql_cursor_get_page">OP_QUERY_SQL_CURSOR_GET_PAGE</a></li>
+<li><a href="#op_query_sql_fields">OP_QUERY_SQL_FIELDS</a></li>
+<li><a href="#op_query_sql_fields_cursor_get_page">OP_QUERY_SQL_FIELDS_CURSOR_GET_PAGE</a></li>
+<li><a href="#op_query_scan">OP_QUERY_SCAN</a></li>
+<li><a href="#op_query_scan_cursor_get_page">OP_QUERY_SCAN_CURSOR_GET_PAGE</a></li>
+<li><a href="#op_resource_close">OP_RESOURCE_CLOSE</a></li>
+</ul>
+
+
+<footer>
+</footer>
+
+</nav>
+
+</section>
+<script type='module' src='/assets/js/code-copy-to-clipboard.js' async crossorigin></script>
+
+ <script>
+ // inits deep anchors -- needs to be done here because of https://www.bryanbraun.com/anchorjs/#dont-run-it-too-late
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+ anchors.options = {
+ placement: 'right',
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+ <!-- load google fonts async -->
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+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
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+ debug: false,
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
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diff --git a/docs/2.9.0/cluster-states.html b/docs/2.9.0/cluster-states.html
index 012620d..7d2fcdb 100644
--- a/docs/2.9.0/cluster-states.html
+++ b/docs/2.9.0/cluster-states.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/cluster-states" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1984,8 +2545,8 @@
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index 0e1cdf9..4452a5e 100644
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1905,8 +2466,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/clustering/connect-client-nodes.html b/docs/2.9.0/clustering/connect-client-nodes.html
index 92bb2e5..2e81f39 100644
--- a/docs/2.9.0/clustering/connect-client-nodes.html
+++ b/docs/2.9.0/clustering/connect-client-nodes.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/clustering/connect-client-nodes" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2007,8 +2568,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/clustering/discovery-in-the-cloud.html b/docs/2.9.0/clustering/discovery-in-the-cloud.html
index ba3583b..3cb324b 100644
--- a/docs/2.9.0/clustering/discovery-in-the-cloud.html
+++ b/docs/2.9.0/clustering/discovery-in-the-cloud.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/clustering/discovery-in-the-cloud" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2269,8 +2830,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
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diff --git a/docs/2.9.0/clustering/network-configuration.html b/docs/2.9.0/clustering/network-configuration.html
index 211beba..d426fff 100644
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@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/clustering/network-configuration" />
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<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1937,11 +2498,10 @@
<span class="n">commSpi</span><span class="o">.</span><span class="na">setLocalPort</span><span class="o">(</span><span class="mi">4321</span><span class="o">);</span>
<span class="nc">IgniteConfiguration</span> <span class="n">cfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">();</span>
-
<span class="n">cfg</span><span class="o">.</span><span class="na">setCommunicationSpi</span><span class="o">(</span><span class="n">commSpi</span><span class="o">);</span>
<span class="c1">// Start the node.</span>
-<span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">);</span></code></pre>
+<span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">);</span></code></pre>
</div>
</div></code-tab><code-tab data-tab='C#/.NET'><div class="listingblock">
<div class="content">
@@ -2156,8 +2716,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/clustering/running-client-nodes-behind-nat.html b/docs/2.9.0/clustering/running-client-nodes-behind-nat.html
index fd601ea..42ddc5e 100644
--- a/docs/2.9.0/clustering/running-client-nodes-behind-nat.html
+++ b/docs/2.9.0/clustering/running-client-nodes-behind-nat.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/clustering/running-client-nodes-behind-nat" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1901,8 +2462,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/clustering/tcp-ip-discovery.html b/docs/2.9.0/clustering/tcp-ip-discovery.html
index fe73b89..0df6f0c 100644
--- a/docs/2.9.0/clustering/tcp-ip-discovery.html
+++ b/docs/2.9.0/clustering/tcp-ip-discovery.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/clustering/tcp-ip-discovery" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2605,8 +3166,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/clustering/zookeeper-discovery.html b/docs/2.9.0/clustering/zookeeper-discovery.html
index 8ee3c15..eb93191 100644
--- a/docs/2.9.0/clustering/zookeeper-discovery.html
+++ b/docs/2.9.0/clustering/zookeeper-discovery.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/clustering/zookeeper-discovery" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2122,8 +2683,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/collocated-computations.html b/docs/2.9.0/collocated-computations.html
index 7242b27..d5c77a4 100644
--- a/docs/2.9.0/collocated-computations.html
+++ b/docs/2.9.0/collocated-computations.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/collocated-computations" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2126,7 +2687,7 @@
<div class="content">
<pre class="rouge highlight"><code data-lang="java"><span class="c1">// this task sums up the value of the 'salary' field for all objects stored in</span>
<span class="c1">// the given partition</span>
-<span class="kd">private</span> <span class="kd">static</span> <span class="kd">class</span> <span class="nc">SumByPartitionTask</span> <span class="kd">implements</span> <span class="nc">IgniteCallable</span><span class="o"><</span><span class="nc">BigDecimal</span><span class="o">></span> <span class="o">{</span>
+<span class="kd">public</span> <span class="kd">static</span> <span class="kd">class</span> <span class="nc">SumByPartitionTask</span> <span class="kd">implements</span> <span class="nc">IgniteCallable</span><span class="o"><</span><span class="nc">BigDecimal</span><span class="o">></span> <span class="o">{</span>
<span class="kd">private</span> <span class="kt">int</span> <span class="n">partId</span><span class="o">;</span>
<span class="kd">public</span> <span class="nf">SumByPartitionTask</span><span class="o">(</span><span class="kt">int</span> <span class="n">partId</span><span class="o">)</span> <span class="o">{</span>
@@ -2425,8 +2986,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/configuring-caches/atomicity-modes.html b/docs/2.9.0/configuring-caches/atomicity-modes.html
index 40477b5..725012b 100644
--- a/docs/2.9.0/configuring-caches/atomicity-modes.html
+++ b/docs/2.9.0/configuring-caches/atomicity-modes.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/configuring-caches/atomicity-modes" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2001,8 +2562,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/configuring-caches/cache-groups.html b/docs/2.9.0/configuring-caches/cache-groups.html
index e6ca25a..5969cbc 100644
--- a/docs/2.9.0/configuring-caches/cache-groups.html
+++ b/docs/2.9.0/configuring-caches/cache-groups.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/configuring-caches/cache-groups" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1996,8 +2557,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/configuring-caches/configuration-overview.html b/docs/2.9.0/configuring-caches/configuration-overview.html
index effffad..866d89e 100644
--- a/docs/2.9.0/configuring-caches/configuration-overview.html
+++ b/docs/2.9.0/configuring-caches/configuration-overview.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/configuring-caches/configuration-overview" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2181,8 +2742,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
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diff --git a/docs/2.9.0/configuring-caches/configuring-backups.html b/docs/2.9.0/configuring-caches/configuring-backups.html
index 75f3180..2ebd895 100644
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+++ b/docs/2.9.0/configuring-caches/configuring-backups.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/configuring-caches/configuring-backups" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
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+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2028,8 +2589,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/configuring-caches/expiry-policies.html b/docs/2.9.0/configuring-caches/expiry-policies.html
index e5f367c..23ffcae 100644
--- a/docs/2.9.0/configuring-caches/expiry-policies.html
+++ b/docs/2.9.0/configuring-caches/expiry-policies.html
@@ -23,12 +23,12 @@
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- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
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<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1989,8 +2550,8 @@
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});
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diff --git a/docs/2.9.0/configuring-caches/on-heap-caching.html b/docs/2.9.0/configuring-caches/on-heap-caching.html
index ca18703..582facf 100644
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@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2138,8 +2699,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
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index 1afa3f6..78aea63 100644
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+++ b/docs/2.9.0/control-script.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/control-script" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2672,8 +3233,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/data-modeling/affinity-collocation.html b/docs/2.9.0/data-modeling/affinity-collocation.html
index 35a206c..ec8e733 100644
--- a/docs/2.9.0/data-modeling/affinity-collocation.html
+++ b/docs/2.9.0/data-modeling/affinity-collocation.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/data-modeling/affinity-collocation" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2158,8 +2719,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/data-modeling/data-modeling.html b/docs/2.9.0/data-modeling/data-modeling.html
index b6baba6..cbc3355 100644
--- a/docs/2.9.0/data-modeling/data-modeling.html
+++ b/docs/2.9.0/data-modeling/data-modeling.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/data-modeling/data-modeling" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1974,8 +2535,8 @@
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-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/data-modeling/data-partitioning.html b/docs/2.9.0/data-modeling/data-partitioning.html
index b459231..f4c6c40 100644
--- a/docs/2.9.0/data-modeling/data-partitioning.html
+++ b/docs/2.9.0/data-modeling/data-partitioning.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/data-modeling/data-partitioning" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2058,8 +2619,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/data-rebalancing.html b/docs/2.9.0/data-rebalancing.html
index 377f384..c73312e 100644
--- a/docs/2.9.0/data-rebalancing.html
+++ b/docs/2.9.0/data-rebalancing.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/data-rebalancing" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2140,8 +2701,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/data-streaming.html b/docs/2.9.0/data-streaming.html
index b3d5c8e..2322ae0 100644
--- a/docs/2.9.0/data-streaming.html
+++ b/docs/2.9.0/data-streaming.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/data-streaming" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
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+ <li>
+
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+ type='button'
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+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
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+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
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+
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
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+ </nav>
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+
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+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
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+
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+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
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+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
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+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
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+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
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+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
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<a href="/docs/2.9.0/sql-reference/ddl"
class=''
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diff --git a/docs/2.9.0/data-structures/atomic-sequence.html b/docs/2.9.0/data-structures/atomic-sequence.html
new file mode 100644
index 0000000..114db5f
--- /dev/null
+++ b/docs/2.9.0/data-structures/atomic-sequence.html
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+ <li>
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+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
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+ >Eviction Policies</a>
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class='active'
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/data-structures/atomic-sequence.adoc" target="_blank">Edit</a>
+
+ <h1>Atomic Sequence</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Distributed atomic sequence provided by <code>IgniteCacheAtomicSequence</code> interface is similar to distributed atomic long, but its value can only go up. It also supports reserving a range of values to avoid costly network trips or cache updates every time a sequence must provide a next value. That is, when you perform <code>incrementAndGet()</code> (or any other atomic operation) on an atomic sequence, the data structure reserves ahead a range of values, which are guaranteed to be unique across the cluster for this sequence instance.</p>
+</div>
+<div class="paragraph">
+<p>Here is an example of how atomic sequence can be created:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="c1">//create an atomic sequence</span>
+<span class="nc">IgniteAtomicSequence</span> <span class="n">seq</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">atomicSequence</span><span class="o">(</span><span class="s">"seqName"</span><span class="o">,</span> <span class="c1">// Sequence name.</span>
+ <span class="mi">0</span><span class="o">,</span> <span class="c1">// Initial value for sequence.</span>
+ <span class="kc">true</span> <span class="c1">// Create if it does not exist.</span>
+<span class="o">);</span>
+
+<span class="c1">// Increment the atomic sequence.</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="mi">20</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span> <span class="o">{</span>
+ <span class="kt">long</span> <span class="n">currentValue</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="na">get</span><span class="o">();</span>
+ <span class="kt">long</span> <span class="n">newValue</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="na">incrementAndGet</span><span class="o">();</span>
+<span class="o">}</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="sequence-reserve-size">Sequence Reserve Size</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The key parameter of <code>IgniteAtomicSequence</code> is <code>atomicSequenceReserveSize</code> which is the number of sequence values reserved, per node . When a node tries to obtain an instance of <code>IgniteAtomicSequence</code>, a number of sequence values will be reserved for that node and consequent increments of sequence will happen locally without communication with other nodes, until the next reservation has to be made.</p>
+</div>
+<div class="paragraph">
+<p>The default value for <code>atomicSequenceReserveSize</code> is <code>1000</code>. This default setting can be changed by modifying the <code>atomicSequenceReserveSize</code> property of <code>AtomicConfiguration</code>.</p>
+</div>
+<div class="paragraph">
+<p>Refer to <a href="/docs/2.9.0/data-structures/atomic-types#atomic-configuration">Atomic Configuration</a> for more information on various atomic configuration properties.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
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diff --git a/docs/2.9.0/data-structures/atomic-types.html b/docs/2.9.0/data-structures/atomic-types.html
new file mode 100644
index 0000000..4a12951
--- /dev/null
+++ b/docs/2.9.0/data-structures/atomic-types.html
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class='active'
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/data-structures/atomic-types.adoc" target="_blank">Edit</a>
+
+ <h1>Atomic Types</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Ignite supports distributed atomic long and atomic reference, similar to <code>java.util.concurrent.atomic.AtomicLong</code> and <code>java.util.concurrent.atomic.AtomicReference</code> respectively.</p>
+</div>
+<div class="paragraph">
+<p>Atomics in Ignite are distributed across the cluster, essentially enabling performing atomic operations (such as increment-and-get or compare-and-set) with the same globally-visible value. For example, you could update the value of an atomic long on one node and read it from another node.</p>
+</div>
+<div class="paragraph">
+<p>Features:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Retrieve current value.</p>
+</li>
+<li>
+<p>Atomically modify current value.</p>
+</li>
+<li>
+<p>Atomically increment or decrement current value.</p>
+</li>
+<li>
+<p>Atomically compare-and-set the current value to new value.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Distributed atomic long and atomic reference can be obtained via <code>IgniteAtomicLong</code> and <code>IgniteAtomicReference</code> interfaces respectively, as shown below:</p>
+</div>
+<div class="listingblock">
+<div class="title">AtomicLong:</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">IgniteAtomicLong</span> <span class="n">atomicLong</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">atomicLong</span><span class="o">(</span><span class="s">"atomicName"</span><span class="o">,</span> <span class="c1">// Atomic long name.</span>
+ <span class="mi">0</span><span class="o">,</span> <span class="c1">// Initial value.</span>
+ <span class="kc">true</span> <span class="c1">// Create if it does not exist.</span>
+<span class="o">);</span>
+
+<span class="c1">// Increment atomic long on local node</span>
+<span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="s">"Incremented value: "</span> <span class="o">+</span> <span class="n">atomicLong</span><span class="o">.</span><span class="na">incrementAndGet</span><span class="o">());</span></code></pre>
+</div>
+</div>
+<div class="listingblock">
+<div class="title">AtomicReference:</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="c1">// Create an AtomicReference</span>
+<span class="nc">IgniteAtomicReference</span><span class="o"><</span><span class="nc">String</span><span class="o">></span> <span class="n">ref</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">atomicReference</span><span class="o">(</span><span class="s">"refName"</span><span class="o">,</span> <span class="c1">// Reference name.</span>
+ <span class="s">"someVal"</span><span class="o">,</span> <span class="c1">// Initial value for atomic reference.</span>
+ <span class="kc">true</span> <span class="c1">// Create if it does not exist.</span>
+<span class="o">);</span>
+
+<span class="c1">// Compare and update the value</span>
+<span class="n">ref</span><span class="o">.</span><span class="na">compareAndSet</span><span class="o">(</span><span class="s">"WRONG EXPECTED VALUE"</span><span class="o">,</span> <span class="s">"someNewVal"</span><span class="o">);</span> <span class="c1">// Won't change.</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>All atomic operations provided by <code>IgniteAtomicLong</code> and <code>IgniteAtomicReference</code> are synchronous. The time an atomic operation will take depends on the number of nodes performing concurrent operations with the same instance of atomic long, the intensity of these operations, and network latency.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="atomic-configuration">Atomic Configuration</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Atomics in Ignite can be configured via the <code>atomicConfiguration</code> property of <code>IgniteConfiguration</code>.</p>
+</div>
+<div class="paragraph">
+<p>The following table lists available configuration parameters:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 33.3333%;">
+<col style="width: 33.3334%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Setter</th>
+<th class="tableblock halign-left valign-top">Description</th>
+<th class="tableblock halign-left valign-top">Default</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setBackups(int)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The number of backups.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setCacheMode(CacheMode)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Cache mode for all atomic types.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>PARTITIONED</code></p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setAtomicSequenceReserveSize(int)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Sets the number of sequence values reserved for <code>IgniteAtomicSequence</code> instances.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1000</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#atomic-configuration">Atomic Configuration</a></li>
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diff --git a/docs/2.9.0/data-structures/countdownlatch.html b/docs/2.9.0/data-structures/countdownlatch.html
new file mode 100644
index 0000000..3f4a465
--- /dev/null
+++ b/docs/2.9.0/data-structures/countdownlatch.html
@@ -0,0 +1,2453 @@
+<!DOCTYPE html>
+
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class='active'
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/data-structures/countdownlatch.adoc" target="_blank">Edit</a>
+
+ <h1>CountDownLatch</h1>
+
+ <div class="paragraph">
+<p><code>IgniteCountDownLatch</code> provides functionality that is similar to that of <code>java.util.concurrent.CountDownLatch</code> and allows you to synchronize operations accross cluster nodes.</p>
+</div>
+<div class="paragraph">
+<p>A distributed CountDownLatch can be created as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">IgniteCountDownLatch</span> <span class="n">latch</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">countDownLatch</span><span class="o">(</span><span class="s">"latchName"</span><span class="o">,</span> <span class="c1">// Latch name.</span>
+ <span class="mi">10</span><span class="o">,</span> <span class="c1">// Initial count.</span>
+ <span class="kc">false</span><span class="o">,</span> <span class="c1">// Auto remove, when counter has reached zero.</span>
+ <span class="kc">true</span> <span class="c1">// Create if it does not exist.</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>After the above code is executed, all nodes in the specified cache will be able to synchronize on the latch named <code>latchName</code>.
+Below is a code example of such synchronization:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="kd">final</span> <span class="nc">IgniteCountDownLatch</span> <span class="n">latch</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">countDownLatch</span><span class="o">(</span><span class="s">"latchName"</span><span class="o">,</span> <span class="mi">10</span><span class="o">,</span> <span class="kc">false</span><span class="o">,</span> <span class="kc">true</span><span class="o">);</span>
+
+<span class="c1">// Execute jobs.</span>
+<span class="k">for</span> <span class="o">(</span><span class="kt">int</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span> <span class="n">i</span> <span class="o"><</span> <span class="mi">10</span><span class="o">;</span> <span class="n">i</span><span class="o">++)</span>
+ <span class="c1">// Execute a job on some remote cluster node.</span>
+ <span class="n">ignite</span><span class="o">.</span><span class="na">compute</span><span class="o">().</span><span class="na">run</span><span class="o">(()</span> <span class="o">-></span> <span class="o">{</span>
+ <span class="kt">int</span> <span class="n">newCnt</span> <span class="o">=</span> <span class="n">latch</span><span class="o">.</span><span class="na">countDown</span><span class="o">();</span>
+
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="s">"Counted down: newCnt="</span> <span class="o">+</span> <span class="n">newCnt</span><span class="o">);</span>
+ <span class="o">});</span>
+
+<span class="c1">// Wait for all jobs to complete.</span>
+<span class="n">latch</span><span class="o">.</span><span class="na">await</span><span class="o">();</span></code></pre>
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class='active'
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
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+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
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+
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+
+ class=''
+ >Data Manipulation Language (DML)</a>
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+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/data-structures/queue-and-set.adoc" target="_blank">Edit</a>
+
+ <h1>Queue and Set</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>In addition to providing standard key-value map-like storage, Ignite also provides an implementation of a fast Distributed Blocking Queue and Distributed Set.</p>
+</div>
+<div class="paragraph">
+<p><code>IgniteQueue</code> and <code>IgniteSet</code>, an implementation of <code>java.util.concurrent.BlockingQueue</code> and <code>java.util.Set</code> interface respectively, also support all operations from the <code>java.util.Collection</code> interface.
+Both types can be created in either collocated or non-collocated mode.</p>
+</div>
+<div class="paragraph">
+<p>Below is an example of how to create a distributed queue and set.</p>
+</div>
+<div class="listingblock">
+<div class="title">Queue:</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">IgniteQueue</span><span class="o"><</span><span class="nc">String</span><span class="o">></span> <span class="n">queue</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">queue</span><span class="o">(</span><span class="s">"queueName"</span><span class="o">,</span> <span class="c1">// Queue name.</span>
+ <span class="mi">0</span><span class="o">,</span> <span class="c1">// Queue capacity. 0 for an unbounded queue.</span>
+ <span class="k">new</span> <span class="nf">CollectionConfiguration</span><span class="o">()</span> <span class="c1">// Collection configuration.</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="listingblock">
+<div class="title">Set:</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">IgniteSet</span><span class="o"><</span><span class="nc">String</span><span class="o">></span> <span class="n">set</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">set</span><span class="o">(</span><span class="s">"setName"</span><span class="o">,</span> <span class="c1">// Set name.</span>
+ <span class="k">new</span> <span class="nf">CollectionConfiguration</span><span class="o">()</span> <span class="c1">// Collection configuration.</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="collocated-vs-non-collocated-mode">Collocated vs. Non-Collocated Mode</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>If you plan to create just a few queues or sets containing lots of data, then you would create them in non-collocated mode. This will make sure that about equal portion of each queue or set will be stored on each cluster node. On the other hand, if you plan to have many queues or sets, relatively small in size (compared to the whole cache), then you would most likely create them in collocated mode. In this mode all queue or set elements will be stored on the same cluster node, but about equal amount of queues/sets will be assigned to every node.</p>
+</div>
+<div class="paragraph">
+<p>Non-collocated mode only makes sense for and is only supported for <code>PARTITIONED</code> caches.</p>
+</div>
+<div class="paragraph">
+<p>A collocated queue and set can be created by setting the <code>collocated</code> property of <code>CollectionConfiguration</code>, like so:</p>
+</div>
+<div class="listingblock">
+<div class="title">Queue:</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">CollectionConfiguration</span> <span class="n">colCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">CollectionConfiguration</span><span class="o">();</span>
+
+<span class="n">colCfg</span><span class="o">.</span><span class="na">setCollocated</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span>
+
+<span class="c1">// Create a colocated queue.</span>
+<span class="nc">IgniteQueue</span><span class="o"><</span><span class="nc">String</span><span class="o">></span> <span class="n">queue</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">queue</span><span class="o">(</span><span class="s">"queueName"</span><span class="o">,</span> <span class="mi">0</span><span class="o">,</span> <span class="n">colCfg</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="listingblock">
+<div class="title">Set:</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">CollectionConfiguration</span> <span class="n">colCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">CollectionConfiguration</span><span class="o">();</span>
+
+<span class="n">colCfg</span><span class="o">.</span><span class="na">setCollocated</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span>
+
+<span class="c1">// Create a colocated set.</span>
+<span class="nc">IgniteSet</span><span class="o"><</span><span class="nc">String</span><span class="o">></span> <span class="n">set</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">set</span><span class="o">(</span><span class="s">"setName"</span><span class="o">,</span> <span class="n">colCfg</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="cache-queues-and-load-balancing">Cache Queues and Load Balancing</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Given that elements will remain in the queue until someone takes them, and that no two nodes should ever receive the same element from the queue, cache queues can be used as an alternate work distribution and load balancing approach within Ignite.</p>
+</div>
+<div class="paragraph">
+<p>For example, you could simply add computations, such as instances of <code>IgniteRunnable</code> to a queue, and have threads on remote nodes call <code>IgniteQueue.take()</code> method which will block if queue is empty. Once the <code>take()</code> method will return a job, a thread will process it and call <code>take()</code> again to get the next job. Given this approach, threads on remote nodes will only start working on the next job when they have completed the previous one, hence creating ideally balanced system where every node only takes the number of jobs it can process, and not more.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="collection-configuration">Collection Configuration</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Ignite collections can be in configured in API via <code>CollectionConfiguration</code> (see above examples). The following configuration parameters can be used:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 33.3333%;">
+<col style="width: 33.3334%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Setter</th>
+<th class="tableblock halign-left valign-top">Description</th>
+<th class="tableblock halign-left valign-top">Default</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setCollocated(boolean)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Sets collocation mode.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>false</code></p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setCacheMode(CacheMode)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Sets underlying cache mode (<code>PARTITIONED</code>, <code>REPLICATED</code> or <code>LOCAL</code>).</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>PARTITIONED</code></p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setAtomicityMode(CacheAtomicityMode)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Sets underlying cache atomicity mode (<code>ATOMIC</code> or <code>TRANSACTIONAL</code>).</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>ATOMIC</code></p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setOffHeapMaxMemory(long)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Sets offheap maximum memory size.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>0</code> (unlimited)</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setBackups(int)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Sets number of backups.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>0</code></p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>setNodeFilter(IgnitePredicate<ClusterNode>)</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Sets optional predicate specifying on which nodes entries should be stored.</p></td>
+<td class="tableblock halign-left valign-top"></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#collocated-vs-non-collocated-mode">Collocated vs. Non-Collocated Mode</a></li>
+<li><a href="#cache-queues-and-load-balancing">Cache Queues and Load Balancing</a></li>
+<li><a href="#collection-configuration">Collection Configuration</a></li>
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diff --git a/docs/2.9.0/data-structures/semaphore.html b/docs/2.9.0/data-structures/semaphore.html
new file mode 100644
index 0000000..2fac748
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+<!DOCTYPE html>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class='active'
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
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+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
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+ >Introduction</a>
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+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
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+
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+
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+
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+ >ODBC Driver</a>
+
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+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
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+
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+
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+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
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+
+ class=''
+ >Overview</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
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+
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+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
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+ >Data Manipulation Language (DML)</a>
+
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+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/data-structures/semaphore.adoc" target="_blank">Edit</a>
+
+ <h1>Semaphore</h1>
+
+ <div class="paragraph">
+<p>Ignite’s counting distributed semaphore implementation and behavior is similar to the concept of a well-known <code>java.util.concurrent.Semaphore</code>. As any other semaphore it maintains a set of permits that are taken using <code>acquire()</code> method and released with <code>release()</code> counterpart allowing to restrict access to some logical or physical resource or synchronize execution flow. The only difference is that Ignite’s semaphore empowers you to fulfill these kind of actions not only in boundaries of a single JVM but rather a cluster wide, across many remote nodes.</p>
+</div>
+<div class="paragraph">
+<p>You can create a distributed semaphore as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">IgniteSemaphore</span> <span class="n">semaphore</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">semaphore</span><span class="o">(</span><span class="s">"semName"</span><span class="o">,</span> <span class="c1">// Distributed semaphore name.</span>
+ <span class="mi">20</span><span class="o">,</span> <span class="c1">// Number of permits.</span>
+ <span class="kc">true</span><span class="o">,</span> <span class="c1">// Release acquired permits if node, that owned them, left topology.</span>
+ <span class="kc">true</span> <span class="c1">// Create if it doesn't exist.</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Once the semaphore is created, it can be used concurrently by multiple cluster nodes in order to implement some distributed logic or restrict access to a distributed resource like in the following example:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">IgniteSemaphore</span> <span class="n">semaphore</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">semaphore</span><span class="o">(</span><span class="s">"semName"</span><span class="o">,</span> <span class="c1">// Distributed semaphore name.</span>
+ <span class="mi">20</span><span class="o">,</span> <span class="c1">// Number of permits.</span>
+ <span class="kc">true</span><span class="o">,</span> <span class="c1">// Release acquired permits if node, that owned them, left topology.</span>
+ <span class="kc">true</span> <span class="c1">// Create if it doesn't exist.</span>
+<span class="o">);</span>
+
+<span class="c1">// Acquires a permit, blocking until it's available.</span>
+<span class="n">semaphore</span><span class="o">.</span><span class="na">acquire</span><span class="o">();</span>
+
+<span class="k">try</span> <span class="o">{</span>
+ <span class="c1">// Semaphore permit is acquired. Execute a distributed task.</span>
+ <span class="n">ignite</span><span class="o">.</span><span class="na">compute</span><span class="o">().</span><span class="na">run</span><span class="o">(()</span> <span class="o">-></span> <span class="o">{</span>
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="s">"Executed on:"</span> <span class="o">+</span> <span class="n">ignite</span><span class="o">.</span><span class="na">cluster</span><span class="o">().</span><span class="na">localNode</span><span class="o">().</span><span class="na">id</span><span class="o">());</span>
+
+ <span class="c1">// Additional logic.</span>
+ <span class="o">});</span>
+<span class="o">}</span> <span class="k">finally</span> <span class="o">{</span>
+ <span class="c1">// Releases a permit, returning it to the semaphore.</span>
+ <span class="n">semaphore</span><span class="o">.</span><span class="na">release</span><span class="o">();</span>
+<span class="o">}</span></code></pre>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
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diff --git a/docs/2.9.0/deploying-user-code.html b/docs/2.9.0/deploying-user-code.html
new file mode 100644
index 0000000..7e00bcc
--- /dev/null
+++ b/docs/2.9.0/deploying-user-code.html
@@ -0,0 +1,2563 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
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+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
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+ >Fault Tolerance</a>
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+ >Enabling and Listenting to Events</a>
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+ </li>
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+ <li>
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+ <a href="/docs/2.9.0/events/events"
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+ <a href="/docs/2.9.0/data-structures/queue-and-set"
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+ class=''
+ >Queue and Set</a>
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+ </li>
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+
+
+
+
+ <li>
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+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
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+ </li>
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+
+
+
+
+ <li>
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+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
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+ </li>
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
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+ </li>
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+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
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+ class=''
+ >Semaphore</a>
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+ <a href="/docs/2.9.0/machine-learning/machine-learning"
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+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/deploying-user-code.adoc" target="_blank">Edit</a>
+
+ <h1>Deploying User Code</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>In addition to <a href="/docs/2.9.0/peer-class-loading">peer class loading</a>, you can deploy user code by configuring <code>UriDeploymentSpi</code>. With this approach, you specify the location of your libraries in the node configuration.
+Ignite scans the location periodically and redeploys the classes if they change.
+The location may be a file system directory or an HTTP(S) location.
+When Ignite detects that the libraries are removed from the location, the classes are undeployed from the cluster.</p>
+</div>
+<div class="paragraph">
+<p>You can specify multiple locations (of different types) by providing both directory paths and http(s) URLs.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="deploying-from-a-local-directory">Deploying from a Local Directory</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To deploy libraries from a file system directory, add the directory path to the list of URIs in the <code>UriDeploymentSpi</code> configuration.
+The directory must exist on the nodes where it is specified and contain jar files with the classes you want to deploy.
+Note that the path must be specified using the "file://" scheme.
+You can specify different directories on different nodes.</p>
+</div>
+<code-tabs><code-tab data-tab='XML'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="xml"><span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.IgniteConfiguration"</span><span class="nt">></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"deploymentSpi"</span><span class="nt">></span>
+ <span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.spi.deployment.uri.UriDeploymentSpi"</span><span class="nt">></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"temporaryDirectoryPath"</span> <span class="na">value=</span><span class="s">"/tmp/temp_ignite_libs"</span><span class="nt">/></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"uriList"</span><span class="nt">></span>
+ <span class="nt"><list></span>
+ <span class="nt"><value></span>file://freq=2000@localhost/home/username/user_libs<span class="nt"></value></span>
+ <span class="nt"></list></span>
+ <span class="nt"></property></span>
+ <span class="nt"></bean></span>
+ <span class="nt"></property></span>
+<span class="nt"></bean></span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">IgniteConfiguration</span> <span class="n">cfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">();</span>
+
+<span class="nc">UriDeploymentSpi</span> <span class="n">deploymentSpi</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">UriDeploymentSpi</span><span class="o">();</span>
+
+<span class="n">deploymentSpi</span><span class="o">.</span><span class="na">setUriList</span><span class="o">(</span><span class="nc">Arrays</span><span class="o">.</span><span class="na">asList</span><span class="o">(</span><span class="s">"file://freq=2000@localhost/home/username/user_libs"</span><span class="o">));</span>
+
+<span class="n">cfg</span><span class="o">.</span><span class="na">setDeploymentSpi</span><span class="o">(</span><span class="n">deploymentSpi</span><span class="o">);</span>
+
+<span class="k">try</span> <span class="o">(</span><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">))</span> <span class="o">{</span>
+ <span class="c1">//execute the task represented by a class located in the "user_libs" directory</span>
+ <span class="n">ignite</span><span class="o">.</span><span class="na">compute</span><span class="o">().</span><span class="na">execute</span><span class="o">(</span><span class="s">"org.mycompany.HelloWorldTask"</span><span class="o">,</span> <span class="s">"My Args"</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+<div class="paragraph">
+<p>You can pass the following parameter in the URL:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 25%;">
+<col style="width: 50%;">
+<col style="width: 25%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Parameter</th>
+<th class="tableblock halign-left valign-top">Description</th>
+<th class="tableblock halign-left valign-top">Default Value</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>freq</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Scanning frequency in milliseconds.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>5000</code></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect1">
+<h2 id="deploying-from-a-url">Deploying from a URL</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To deploy libraries from an http(s) location, add the URL to the list of URIs in the <code>UriDeploymentSpi</code> configuration.</p>
+</div>
+<div class="paragraph">
+<p>Ignite parses the HTML file to find the HREF attributes of all <code><a></code> tags on the page.
+The references must point to the jar files you want to deploy.</p>
+</div>
+<code-tabs><code-tab data-tab='XML'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="xml"><span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.IgniteConfiguration"</span><span class="nt">></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"deploymentSpi"</span><span class="nt">></span>
+ <span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.spi.deployment.uri.UriDeploymentSpi"</span><span class="nt">></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"temporaryDirectoryPath"</span> <span class="na">value=</span><span class="s">"/tmp/temp_ignite_libs"</span><span class="nt">/></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"uriList"</span><span class="nt">></span>
+ <span class="nt"><list></span>
+ <span class="nt"><value></span>http://username:password;freq=10000@www.mysite.com:110/ignite/user_libs<span class="nt"></value></span>
+ <span class="nt"></list></span>
+ <span class="nt"></property></span>
+ <span class="nt"></bean></span>
+ <span class="nt"></property></span>
+<span class="nt"></bean></span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">IgniteConfiguration</span> <span class="n">cfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">();</span>
+
+<span class="nc">UriDeploymentSpi</span> <span class="n">deploymentSpi</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">UriDeploymentSpi</span><span class="o">();</span>
+
+<span class="n">deploymentSpi</span><span class="o">.</span><span class="na">setUriList</span><span class="o">(</span><span class="nc">Arrays</span>
+ <span class="o">.</span><span class="na">asList</span><span class="o">(</span><span class="s">"http://username:password;freq=10000@www.mysite.com:110/ignite/user_libs"</span><span class="o">));</span>
+
+<span class="n">cfg</span><span class="o">.</span><span class="na">setDeploymentSpi</span><span class="o">(</span><span class="n">deploymentSpi</span><span class="o">);</span>
+
+<span class="k">try</span> <span class="o">(</span><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">))</span> <span class="o">{</span>
+ <span class="c1">//execute the task represented by a class located in the "user_libs" url</span>
+ <span class="n">ignite</span><span class="o">.</span><span class="na">compute</span><span class="o">().</span><span class="na">execute</span><span class="o">(</span><span class="s">"org.mycompany.HelloWorldTask"</span><span class="o">,</span> <span class="s">"My Args"</span><span class="o">);</span>
+<span class="o">}</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+<div class="paragraph">
+<p>You can pass the following parameter in the URL:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 25%;">
+<col style="width: 50%;">
+<col style="width: 25%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Parameter</th>
+<th class="tableblock halign-left valign-top">Description</th>
+<th class="tableblock halign-left valign-top">Default Value</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>freq</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Scanning frequency in milliseconds.</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>300000</code></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#deploying-from-a-local-directory">Deploying from a Local Directory</a></li>
+<li><a href="#deploying-from-a-url">Deploying from a URL</a></li>
+</ul>
+
+
+<footer>
+</footer>
+
+</nav>
+
+</section>
+<script type='module' src='/assets/js/code-copy-to-clipboard.js' async crossorigin></script>
+
+ <script>
+ // inits deep anchors -- needs to be done here because of https://www.bryanbraun.com/anchorjs/#dont-run-it-too-late
+ anchors.add('.page-docs h1, .page-docs h2, .page-docs h3:not(.discrete), .page-docs h4, .page-docs h5');
+ anchors.options = {
+ placement: 'right',
+ visible: 'always'
+ };
+ </script>
+ <!-- load google fonts async -->
+ <script type="text/javascript">
+ WebFontConfig = {
+ google: { families: [ 'Open+Sans:300,400,600,700&display=swap' ] }
+ };
+ (function() {
+ var wf = document.createElement('script');
+ wf.src = 'https://ajax.googleapis.com/ajax/libs/webfont/1/webfont.js';
+ wf.type = 'text/javascript';
+ wf.async = 'true';
+ var s = document.getElementsByTagName('script')[0];
+ s.parentNode.insertBefore(wf, s);
+ })(); </script>
+ <script src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
+ <script>
+ docsearch({
+ // Your apiKey and indexName will be given to you once
+ // we create your config
+ apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
+ indexName: 'apache_ignite',
+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
+ // Set debug to true to inspect the dropdown
+ debug: false,
+ });
+ </script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
+</body>
+
+</html>
diff --git a/docs/2.9.0/distributed-computing/cluster-groups.html b/docs/2.9.0/distributed-computing/cluster-groups.html
index c609b6a..5b621cd 100644
--- a/docs/2.9.0/distributed-computing/cluster-groups.html
+++ b/docs/2.9.0/distributed-computing/cluster-groups.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/distributed-computing/cluster-groups" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1947,8 +2508,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/distributed-computing/distributed-computing.html b/docs/2.9.0/distributed-computing/distributed-computing.html
index 3930b6a..cc26714 100644
--- a/docs/2.9.0/distributed-computing/distributed-computing.html
+++ b/docs/2.9.0/distributed-computing/distributed-computing.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/distributed-computing/distributed-computing" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
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<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2976,8 +3537,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/distributed-computing/executor-service.html b/docs/2.9.0/distributed-computing/executor-service.html
index 5ce0699..f8f8ebe 100644
--- a/docs/2.9.0/distributed-computing/executor-service.html
+++ b/docs/2.9.0/distributed-computing/executor-service.html
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<link rel="canonical" href="/docs/2.9.0/distributed-computing/executor-service" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1881,8 +2442,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/distributed-computing/fault-tolerance.html b/docs/2.9.0/distributed-computing/fault-tolerance.html
index d40189d..38f9750 100644
--- a/docs/2.9.0/distributed-computing/fault-tolerance.html
+++ b/docs/2.9.0/distributed-computing/fault-tolerance.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/distributed-computing/fault-tolerance" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1937,8 +2498,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/distributed-computing/job-scheduling.html b/docs/2.9.0/distributed-computing/job-scheduling.html
index e3df096..c90a1db 100644
--- a/docs/2.9.0/distributed-computing/job-scheduling.html
+++ b/docs/2.9.0/distributed-computing/job-scheduling.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/distributed-computing/job-scheduling" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
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@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2006,8 +2567,8 @@
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diff --git a/docs/2.9.0/distributed-computing/load-balancing.html b/docs/2.9.0/distributed-computing/load-balancing.html
index a750407..a7eaa8f 100644
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<link rel="canonical" href="/docs/2.9.0/distributed-computing/load-balancing" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2109,8 +2670,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/distributed-computing/map-reduce.html b/docs/2.9.0/distributed-computing/map-reduce.html
index 7fd863f..5fcaa2b 100644
--- a/docs/2.9.0/distributed-computing/map-reduce.html
+++ b/docs/2.9.0/distributed-computing/map-reduce.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/distributed-computing/map-reduce" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2097,7 +2658,7 @@
<code-tabs><code-tab data-tab='Java'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="java"><span class="kd">public</span> <span class="kd">class</span> <span class="nc">ComputeTaskExample</span> <span class="o">{</span>
- <span class="kd">private</span> <span class="kd">static</span> <span class="kd">class</span> <span class="nc">CharacterCountTask</span> <span class="kd">extends</span> <span class="nc">ComputeTaskSplitAdapter</span><span class="o"><</span><span class="nc">String</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">></span> <span class="o">{</span>
+ <span class="kd">public</span> <span class="kd">static</span> <span class="kd">class</span> <span class="nc">CharacterCountTask</span> <span class="kd">extends</span> <span class="nc">ComputeTaskSplitAdapter</span><span class="o"><</span><span class="nc">String</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">></span> <span class="o">{</span>
<span class="c1">// 1. Splits the received string into words</span>
<span class="c1">// 2. Creates a child job for each word</span>
<span class="c1">// 3. Sends the jobs to other nodes for processing.</span>
@@ -2281,8 +2842,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/events/events.html b/docs/2.9.0/events/events.html
index a37d0a1..afe4762 100644
--- a/docs/2.9.0/events/events.html
+++ b/docs/2.9.0/events/events.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/events/events" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2563,8 +3124,8 @@
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-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/events/listening-to-events.html b/docs/2.9.0/events/listening-to-events.html
index 9529087..910c2c3 100644
--- a/docs/2.9.0/events/listening-to-events.html
+++ b/docs/2.9.0/events/listening-to-events.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/events/listening-to-events" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1841,7 +2402,7 @@
<span class="n">cfg</span><span class="o">.</span><span class="na">setIncludeEventTypes</span><span class="o">(</span><span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_CACHE_OBJECT_PUT</span><span class="o">,</span> <span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_CACHE_OBJECT_READ</span><span class="o">,</span>
<span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_CACHE_OBJECT_REMOVED</span><span class="o">,</span> <span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_NODE_JOINED</span><span class="o">,</span> <span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_NODE_LEFT</span><span class="o">);</span>
-<span class="c1">// Start a node.</span>
+<span class="c1">// Start the node.</span>
<span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">);</span></code></pre>
</div>
</div></code-tab><code-tab data-tab='C#/.NET'><div class="listingblock">
@@ -1942,7 +2503,7 @@
<span class="k">return</span> <span class="kc">true</span><span class="o">;</span> <span class="c1">// Continue listening.</span>
<span class="o">};</span>
-<span class="c1">// Subscribe to specified cache events occurring on the local node.</span>
+<span class="c1">// Subscribe to the cache events that are triggered on the local node.</span>
<span class="n">events</span><span class="o">.</span><span class="na">localListen</span><span class="o">(</span><span class="n">localListener</span><span class="o">,</span> <span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_CACHE_OBJECT_PUT</span><span class="o">,</span> <span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_CACHE_OBJECT_READ</span><span class="o">,</span>
<span class="nc">EventType</span><span class="o">.</span><span class="na">EVT_CACHE_OBJECT_REMOVED</span><span class="o">);</span></code></pre>
</div>
@@ -2020,7 +2581,7 @@
<span class="k">return</span> <span class="kc">true</span><span class="o">;</span>
<span class="o">};</span>
-<span class="c1">// Subscribe to specified cache events on all nodes that have cache running.</span>
+<span class="c1">// Subscribe to the cache events on all nodes where the cache is hosted.</span>
<span class="no">UUID</span> <span class="n">uuid</span> <span class="o">=</span> <span class="n">events</span><span class="o">.</span><span class="na">remoteListen</span><span class="o">(</span><span class="k">new</span> <span class="nc">IgniteBiPredicate</span><span class="o"><</span><span class="no">UUID</span><span class="o">,</span> <span class="nc">CacheEvent</span><span class="o">>()</span> <span class="o">{</span>
<span class="nd">@Override</span>
@@ -2054,10 +2615,10 @@
<div class="content">
<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">ignite</span><span class="o">();</span>
-<span class="c1">// Get an instance of named cache.</span>
+<span class="c1">// Get an instance of the cache.</span>
<span class="kd">final</span> <span class="nc">IgniteCache</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">String</span><span class="o">></span> <span class="n">cache</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">cache</span><span class="o">(</span><span class="s">"cacheName"</span><span class="o">);</span>
-<span class="c1">// Sample remote filter which only accepts events for keys</span>
+<span class="c1">// Sample remote filter which only accepts events for the keys</span>
<span class="c1">// that are greater than or equal to 10.</span>
<span class="nc">IgnitePredicate</span><span class="o"><</span><span class="nc">CacheEvent</span><span class="o">></span> <span class="n">rmtLsnr</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgnitePredicate</span><span class="o"><</span><span class="nc">CacheEvent</span><span class="o">>()</span> <span class="o">{</span>
<span class="nd">@Override</span>
@@ -2070,8 +2631,8 @@
<span class="o">}</span>
<span class="o">};</span>
-<span class="c1">// Subscribe to cache events occurring on all nodes</span>
-<span class="c1">// that have the specified cache running.</span>
+<span class="c1">// Subscribe to the cache events that are triggered on all nodes</span>
+<span class="c1">// that host the cache.</span>
<span class="c1">// Send notifications in batches of 10.</span>
<span class="n">ignite</span><span class="o">.</span><span class="na">events</span><span class="o">(</span><span class="n">ignite</span><span class="o">.</span><span class="na">cluster</span><span class="o">().</span><span class="na">forCacheNodes</span><span class="o">(</span><span class="s">"cacheName"</span><span class="o">)).</span><span class="na">remoteListen</span><span class="o">(</span><span class="mi">10</span> <span class="cm">/* batch size */</span><span class="o">,</span>
<span class="mi">0</span> <span class="cm">/* time intervals */</span><span class="o">,</span> <span class="kc">false</span><span class="o">,</span> <span class="kc">null</span><span class="o">,</span> <span class="n">rmtLsnr</span><span class="o">,</span> <span class="nc">EventType</span><span class="o">.</span><span class="na">EVTS_CACHE</span><span class="o">);</span>
@@ -2279,8 +2840,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/ignite-for-spark/ignite-dataframe.html b/docs/2.9.0/ignite-for-spark/ignite-dataframe.html
new file mode 100644
index 0000000..863d2a3
--- /dev/null
+++ b/docs/2.9.0/ignite-for-spark/ignite-dataframe.html
@@ -0,0 +1,2861 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
+ <script>
+ window.dataLayer = window.dataLayer || [];
+ function gtag(){dataLayer.push(arguments);}
+ gtag('js', new Date());
+
+ gtag('config', 'UA-61232409-1');
+ </script>
+
+
+
+ <meta charset="UTF-8">
+ <meta name="ignite-version" content="2.9.0" />
+ <title>Ignite DataFrame | Ignite Documentation</title>
+
+ <link rel="canonical" href="/docs/2.9.0/ignite-for-spark/ignite-dataframe" />
+
+
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
+ <link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
+ <link rel="shortcut icon" href="/favicon.ico">
+ <meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
+
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
+
+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
+
+
+</head>
+<body>
+ <header>
+ <div class="container">
+ <button type='button' class='menu' title='Docs menu'>
+ <img src="/assets/images/menu-icon.svg"/>
+ </button>
+ <div class='home'>
+ <a href="/" class='home' title='Apache Ignite home'>
+ <img src="/assets/images/apache_ignite_logo.svg" alt="Apache Ignite logo" width="103" >
+ </a>
+ </div>
+
+ <nav>
+
+ </nav>
+
+ <select id="version-selector">
+ <option value="2.9.0">2.9.0</option>
+ </select>
+
+ <a href="https://github.com/apache/ignite" title='GitHub' class='github' target="_blank">
+ <img src="/assets/images/github-gray.svg" alt="GitHub logo">
+ </a>
+
+ <form class='search'>
+ <button class="search-close" type='button'><img src='/assets/images/cancel.svg'></button>
+ <input type="search" placeholder="Search…" id="search-input">
+ </form>
+ <button type='button' class='search-toggle'><img src='/assets/images/search.svg'></button>
+ <button type='button' class='top-nav-toggle'>â‹®</button>
+
+
+
+ </div>
+</header>
+
+
+ <link rel="stylesheet" href="/assets/css/docs.css">
+<section class='page-docs'>
+
+
+
+
+<nav class='left-nav' data-swiftype-index='false'>
+
+
+ <li>
+
+
+ <a href="/docs/2.9.0/preface" class='' >Preface</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
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+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/ignite-for-spark/ignite-dataframe.adoc" target="_blank">Edit</a>
+
+ <h1>Ignite DataFrame</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The Apache Spark DataFrame API introduced the concept of a schema to describe the data, allowing Spark to manage the schema and organize the data into a tabular format. To put it simply, a DataFrame is a distributed collection of data organized into named columns. It is conceptually equivalent to a table in a relational database and allows Spark to leverage the Catalyst query optimizer to produce much more efficient query execution plans in comparison to RDDs, which are just collections of elements partitioned across the nodes of the cluster.</p>
+</div>
+<div class="paragraph">
+<p>Ignite expands DataFrame, simplifying development and improving data access times whenever Ignite is used as memory-centric storage for Spark. Benefits include:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Ability to share data and state across Spark jobs by writing and reading DataFrames to/from Ignite.</p>
+</li>
+<li>
+<p>Faster SparkSQL queries by optimizing Spark query execution plans with Ignite SQL engine which include​ advanced indexing and avoid data movement across the network from Ignite to Spark.</p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="integration">Integration</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p><code>IgniteRelationProvider</code> is an implementation of the Spark <code>RelationProvider</code> and <code>CreatableRelationProvider</code> interfaces. The <code>IgniteRelationProvider</code> can talk directly to Ignite tables through the Spark SQL interface. The data are loaded and exchanged via <code>IgniteSQLRelation</code> that executes filtering operations on the Ignite side. For now, grouping, joining or ordering operations are fulfilled on the Spark side. These operations will be optimized and processed on the Ignite side in <a href="https://issues.apache.org/jira/browse/IGNITE-7077" target="_blank" rel="noopener">upcoming releases</a>. <code>IgniteSQLRelation</code> utilizes the partitioned nature of Ignite’s architecture and provides partitioning information to Spark.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="spark-session">Spark Session</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To use the Apache Spark DataFrame API, it is necessary to create an entry point for programming with Spark. This is achieved through the use of a <code>SparkSession</code> object, as shown in the following example:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Creating spark session.</span>
+<span class="nc">SparkSession</span> <span class="n">spark</span> <span class="o">=</span> <span class="nc">SparkSession</span><span class="o">.</span><span class="na">builder</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">appName</span><span class="o">(</span><span class="s">"Example Program"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">master</span><span class="o">(</span><span class="s">"local"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">config</span><span class="o">(</span><span class="s">"spark.executor.instances"</span><span class="o">,</span> <span class="s">"2"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">getOrCreate</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Scala'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="c1">// Creating spark session.</span>
+<span class="k">implicit</span> <span class="k">val</span> <span class="nv">spark</span> <span class="k">=</span> <span class="nv">SparkSession</span><span class="o">.</span><span class="py">builder</span><span class="o">()</span>
+ <span class="o">.</span><span class="py">appName</span><span class="o">(</span><span class="s">"Example Program"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">master</span><span class="o">(</span><span class="s">"local"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">config</span><span class="o">(</span><span class="s">"spark.executor.instances"</span><span class="o">,</span> <span class="s">"2"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">getOrCreate</span><span class="o">()</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="reading-dataframes">Reading DataFrames</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>In order to read data from Ignite, you need to specify its format and the path to the Ignite configuration file. For example, assume an Ignite table named ‘person’ is created and deployed in Ignite, as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="sql"><span class="k">CREATE</span> <span class="k">TABLE</span> <span class="n">person</span> <span class="p">(</span>
+ <span class="n">id</span> <span class="n">LONG</span><span class="p">,</span>
+ <span class="n">name</span> <span class="nb">VARCHAR</span><span class="p">,</span>
+ <span class="n">city_id</span> <span class="n">LONG</span><span class="p">,</span>
+ <span class="k">PRIMARY</span> <span class="k">KEY</span> <span class="p">(</span><span class="n">id</span><span class="p">,</span> <span class="n">city_id</span><span class="p">)</span>
+<span class="p">)</span> <span class="k">WITH</span> <span class="nv">"backups=1, affinityKey=city_id”;</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The following Spark code can find all the rows from the 'person' table where the name is ‘Mary Major’:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">SparkSession</span> <span class="n">spark</span> <span class="o">=</span> <span class="o">...</span>
+<span class="nc">String</span> <span class="n">cfgPath</span> <span class="o">=</span> <span class="s">"path/to/config/file"</span><span class="o">;</span>
+
+<span class="nc">Dataset</span><span class="o"><</span><span class="nc">Row</span><span class="o">></span> <span class="n">df</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="na">read</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">format</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">FORMAT_IGNITE</span><span class="o">())</span> <span class="c1">//Data source</span>
+ <span class="o">.</span><span class="na">option</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">OPTION_TABLE</span><span class="o">(),</span> <span class="s">"person"</span><span class="o">)</span> <span class="c1">//Table to read.</span>
+ <span class="o">.</span><span class="na">option</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">OPTION_CONFIG_FILE</span><span class="o">(),</span> <span class="no">CONFIG</span><span class="o">)</span> <span class="c1">//Ignite config.</span>
+ <span class="o">.</span><span class="na">load</span><span class="o">();</span>
+
+<span class="n">df</span><span class="o">.</span><span class="na">createOrReplaceTempView</span><span class="o">(</span><span class="s">"person"</span><span class="o">);</span>
+
+<span class="nc">Dataset</span><span class="o"><</span><span class="nc">Row</span><span class="o">></span> <span class="n">igniteDF</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="na">sql</span><span class="o">(</span>
+ <span class="s">"SELECT * FROM person WHERE name = 'Mary Major'"</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Scala'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">spark</span><span class="k">:</span> <span class="kt">SparkSession</span> <span class="o">=</span> <span class="err">…</span>
+<span class="k">val</span> <span class="nv">cfgPath</span><span class="k">:</span> <span class="kt">String</span> <span class="o">=</span> <span class="s">"path/to/config/file"</span>
+
+<span class="k">val</span> <span class="nv">df</span> <span class="k">=</span> <span class="nv">spark</span><span class="o">.</span><span class="py">read</span>
+ <span class="o">.</span><span class="py">format</span><span class="o">(</span><span class="nc">FORMAT_IGNITE</span><span class="o">)</span> <span class="c1">// Data source type.</span>
+ <span class="o">.</span><span class="py">option</span><span class="o">(</span><span class="nc">OPTION_TABLE</span><span class="o">,</span> <span class="s">"person"</span><span class="o">)</span> <span class="c1">// Table to read.</span>
+ <span class="o">.</span><span class="py">option</span><span class="o">(</span><span class="nc">OPTION_CONFIG_FILE</span><span class="o">,</span> <span class="n">cfgPath</span><span class="o">)</span> <span class="c1">// Ignite config.</span>
+ <span class="o">.</span><span class="py">load</span><span class="o">()</span>
+
+<span class="nv">df</span><span class="o">.</span><span class="py">createOrReplaceTempView</span><span class="o">(</span><span class="s">"person"</span><span class="o">)</span>
+
+<span class="k">val</span> <span class="nv">igniteDF</span> <span class="k">=</span> <span class="nv">spark</span><span class="o">.</span><span class="py">sql</span><span class="o">(</span><span class="s">"SELECT * FROM person WHERE name = 'Mary Major'"</span><span class="o">)</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="saving-dataframes">Saving DataFrames</h2>
+<div class="sectionbody">
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<h3 id="implementation-notes" class="discrete">Implementation notes</h3>
+<div class="paragraph">
+<p>Internally all inserts are done through <code>IgniteDataStreamer</code>. Several optional parameters exist to configure the internal streamer. Please, see a <a href="#ignite-dataframe-options">Ignite DataFrame Options</a> of available options.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Ignite can serve as a storage for DataFrames created or updated in Spark. The following save modes determine how a DataFrame is processed in Ignite:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>Append</code> - the DataFrame will be appended to an existing table. Set <code>OPTION_STREAMER_ALLOW_OVERWRITE=true</code> if you want to update existing entries with the data of the DataFrame.</p>
+</li>
+<li>
+<p><code>Overwrite</code> - the following steps will be executed:</p>
+</li>
+<li>
+<p>If the table already exists in Ignite, it will be dropped.</p>
+</li>
+<li>
+<p>A new table will be created using the schema of the DataFrame and provided options.</p>
+</li>
+<li>
+<p>DataFrame content will be inserted into the new table.</p>
+</li>
+<li>
+<p><code>ErrorIfExists</code> (default) - an exception is thrown if the table already exists in Ignite. If a table does not exist:</p>
+</li>
+<li>
+<p>A new table will be created using the schema of the DataFrame and provided options.</p>
+</li>
+<li>
+<p>DataFrame content will be inserted into the new table.</p>
+</li>
+<li>
+<p><code>Ignore</code> - the operation is ignored if the table already exists in Ignite. If a table does not exist:</p>
+</li>
+<li>
+<p>A new table will be created using the schema of the DataFrame and provided options.</p>
+</li>
+<li>
+<p>DataFrame content will be inserted into the new table.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Save mode can be specified using the <code>mode(SaveMode mode)</code> method. For more information, please see the <a href="https://spark.apache.org/docs/2.2.0/api/scala/index.html#org.apache.spark.sql.DataFrameWriter@mode(saveMode:org.apache.spark.sql.SaveMode):org.apache.spark.sql.DataFrameWriter%5BT%5D" target="_blank" rel="noopener">Spark Documentation</a>). Here is a code example that shows this method:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">SparkSession</span> <span class="n">spark</span> <span class="o">=</span> <span class="o">...</span>
+
+<span class="nc">String</span> <span class="n">cfgPath</span> <span class="o">=</span> <span class="s">"path/to/config/file"</span><span class="o">;</span>
+
+<span class="nc">Dataset</span><span class="o"><</span><span class="nc">Row</span><span class="o">></span> <span class="n">jsonDataFrame</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="na">read</span><span class="o">().</span><span class="na">json</span><span class="o">(</span><span class="s">"path/to/file.json"</span><span class="o">);</span>
+
+<span class="n">jsonDataFrame</span><span class="o">.</span><span class="na">write</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">format</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">FORMAT_IGNITE</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">mode</span><span class="o">(</span><span class="nc">SaveMode</span><span class="o">.</span><span class="na">Append</span><span class="o">)</span> <span class="c1">// SaveMode.</span>
+<span class="c1">//... other options</span>
+ <span class="o">.</span><span class="na">save</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Scala'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">spark</span><span class="k">:</span> <span class="kt">SparkSession</span> <span class="o">=</span> <span class="err">…</span>
+
+<span class="k">val</span> <span class="nv">cfgPath</span><span class="k">:</span> <span class="kt">String</span> <span class="o">=</span> <span class="s">"path/to/config/file"</span>
+
+<span class="k">val</span> <span class="nv">jsonDataFrame</span> <span class="k">=</span> <span class="nv">spark</span><span class="o">.</span><span class="py">read</span><span class="o">.</span><span class="py">json</span><span class="o">(</span><span class="s">"path/to/file.json"</span><span class="o">)</span>
+
+<span class="nv">jsonDataFrame</span><span class="o">.</span><span class="py">write</span>
+ <span class="o">.</span><span class="py">format</span><span class="o">(</span><span class="nc">FORMAT_IGNITE</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">mode</span><span class="o">(</span><span class="nv">SaveMode</span><span class="o">.</span><span class="py">Append</span><span class="o">)</span> <span class="c1">// SaveMode.</span>
+<span class="c1">//... other options</span>
+ <span class="o">.</span><span class="py">save</span><span class="o">()</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+<div class="paragraph">
+<p>You must define the following Ignite specific options if a new table will be created by a DataFrame’s save routines:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>OPTION_CREATE_TABLE_PRIMARY_KEY_FIELDS</code> - a primary key is required for every Ignite table. This option has to contain a comma-separated list of fields/columns that represent a primary key.</p>
+</li>
+<li>
+<p><code>OPTION_CREATE_TABLE_PARAMETERS</code> - additional parameters to use upon Ignite table creation. The parameters are those that are supported by the <a href="/docs/2.9.0/sql-reference/ddl#create-table">CREATE TABLE</a> command.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>The following example shows how to write the content of a JSON file into Ignite:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">SparkSession</span> <span class="n">spark</span> <span class="o">=</span> <span class="o">...</span>
+
+<span class="nc">String</span> <span class="n">cfgPath</span> <span class="o">=</span> <span class="s">"path/to/config/file"</span><span class="o">;</span>
+
+<span class="nc">Dataset</span><span class="o"><</span><span class="nc">Row</span><span class="o">></span> <span class="n">jsonDataFrame</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="na">read</span><span class="o">().</span><span class="na">json</span><span class="o">(</span><span class="s">"path/to/file.json"</span><span class="o">);</span>
+
+<span class="n">jsonDataFrame</span><span class="o">.</span><span class="na">write</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">format</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">FORMAT_IGNITE</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">option</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">OPTION_CONFIG_FILE</span><span class="o">(),</span> <span class="no">TEST_CONFIG_FILE</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">option</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">OPTION_TABLE</span><span class="o">(),</span> <span class="s">"json_table"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">option</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">OPTION_CREATE_TABLE_PRIMARY_KEY_FIELDS</span><span class="o">(),</span> <span class="s">"id"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">option</span><span class="o">(</span><span class="nc">IgniteDataFrameSettings</span><span class="o">.</span><span class="na">OPTION_CREATE_TABLE_PARAMETERS</span><span class="o">(),</span> <span class="s">"template=replicated"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">save</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Scala'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">spark</span><span class="k">:</span> <span class="kt">SparkSession</span> <span class="o">=</span> <span class="err">…</span>
+
+<span class="k">val</span> <span class="nv">cfgPath</span><span class="k">:</span> <span class="kt">String</span> <span class="o">=</span> <span class="s">"path/to/config/file"</span>
+
+<span class="k">val</span> <span class="nv">jsonDataFrame</span> <span class="k">=</span> <span class="nv">spark</span><span class="o">.</span><span class="py">read</span><span class="o">.</span><span class="py">json</span><span class="o">(</span><span class="s">"path/to/file.json"</span><span class="o">)</span>
+
+<span class="nv">jsonDataFrame</span><span class="o">.</span><span class="py">write</span>
+ <span class="o">.</span><span class="py">format</span><span class="o">(</span><span class="nc">FORMAT_IGNITE</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">option</span><span class="o">(</span><span class="nc">OPTION_CONFIG_FILE</span><span class="o">,</span> <span class="nc">TEST_CONFIG_FILE</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">option</span><span class="o">(</span><span class="nc">OPTION_TABLE</span><span class="o">,</span> <span class="s">"json_table"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">option</span><span class="o">(</span><span class="nc">OPTION_CREATE_TABLE_PRIMARY_KEY_FIELDS</span><span class="o">,</span> <span class="s">"id"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">option</span><span class="o">(</span><span class="nc">OPTION_CREATE_TABLE_PARAMETERS</span><span class="o">,</span> <span class="s">"template=replicated"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">save</span><span class="o">()</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="ignitesparksession-and-igniteexternalcatalog">IgniteSparkSession and IgniteExternalCatalog</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Spark introduces the entity called <code>catalog</code> to read and store meta-information about known data sources, such as tables and views. Ignite provides its own implementation of this catalog, called <code>IgniteExternalCatalog</code>.</p>
+</div>
+<div class="paragraph">
+<p><code>IgniteExternalCatalog</code> can read information about all existing SQL tables deployed in the Ignite cluster. <code>IgniteExternalCatalog</code> is also required to build an <code>IgniteSparkSession</code> object.</p>
+</div>
+<div class="paragraph">
+<p><code>IgniteSparkSession</code> is an extension of the regular <code>SparkSession</code> that stores <code>IgniteContext</code> and injects the <code>IgniteExternalCatalog</code> instance into Spark objects.</p>
+</div>
+<div class="paragraph">
+<p><code>IgniteSparkSession.builder()</code> must be used to create <code>IgniteSparkSession</code>. For example, if the following two tables are created in Ignite:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="sql"><span class="k">CREATE</span> <span class="k">TABLE</span> <span class="n">city</span> <span class="p">(</span>
+ <span class="n">id</span> <span class="n">LONG</span> <span class="k">PRIMARY</span> <span class="k">KEY</span><span class="p">,</span>
+ <span class="n">name</span> <span class="nb">VARCHAR</span>
+<span class="p">)</span> <span class="k">WITH</span> <span class="nv">"template=replicated"</span><span class="p">;</span>
+
+<span class="k">CREATE</span> <span class="k">TABLE</span> <span class="n">person</span> <span class="p">(</span>
+ <span class="n">id</span> <span class="n">LONG</span><span class="p">,</span>
+ <span class="n">name</span> <span class="nb">VARCHAR</span><span class="p">,</span>
+ <span class="n">city_id</span> <span class="n">LONG</span><span class="p">,</span>
+ <span class="k">PRIMARY</span> <span class="k">KEY</span> <span class="p">(</span><span class="n">id</span><span class="p">,</span> <span class="n">city_id</span><span class="p">)</span>
+<span class="p">)</span> <span class="k">WITH</span> <span class="nv">"backups=1, affinityKey=city_id"</span><span class="p">;</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Then executing the following code provides table meta-information:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Using SparkBuilder provided by Ignite.</span>
+<span class="nc">IgniteSparkSession</span> <span class="n">igniteSession</span> <span class="o">=</span> <span class="nc">IgniteSparkSession</span><span class="o">.</span><span class="na">builder</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">appName</span><span class="o">(</span><span class="s">"Spark Ignite catalog example"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">master</span><span class="o">(</span><span class="s">"local"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">config</span><span class="o">(</span><span class="s">"spark.executor.instances"</span><span class="o">,</span> <span class="s">"2"</span><span class="o">)</span>
+ <span class="c1">//Only additional option to refer to Ignite cluster.</span>
+ <span class="o">.</span><span class="na">igniteConfig</span><span class="o">(</span><span class="s">"/path/to/ignite/config.xml"</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">getOrCreate</span><span class="o">();</span>
+
+<span class="c1">// This will print out info about all SQL tables existed in Ignite.</span>
+<span class="n">igniteSession</span><span class="o">.</span><span class="na">catalog</span><span class="o">().</span><span class="na">listTables</span><span class="o">().</span><span class="na">show</span><span class="o">();</span>
+
+<span class="c1">// This will print out schema of PERSON table.</span>
+<span class="n">igniteSession</span><span class="o">.</span><span class="na">catalog</span><span class="o">().</span><span class="na">listColumns</span><span class="o">(</span><span class="s">"person"</span><span class="o">).</span><span class="na">show</span><span class="o">();</span>
+
+<span class="c1">// This will print out schema of CITY table.</span>
+<span class="n">igniteSession</span><span class="o">.</span><span class="na">catalog</span><span class="o">().</span><span class="na">listColumns</span><span class="o">(</span><span class="s">"city"</span><span class="o">).</span><span class="na">show</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Scala'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="c1">// Using SparkBuilder provided by Ignite.</span>
+<span class="k">val</span> <span class="nv">igniteSession</span> <span class="k">=</span> <span class="nv">IgniteSparkSession</span><span class="o">.</span><span class="py">builder</span><span class="o">()</span>
+ <span class="o">.</span><span class="py">appName</span><span class="o">(</span><span class="s">"Spark Ignite catalog example"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">master</span><span class="o">(</span><span class="s">"local"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">config</span><span class="o">(</span><span class="s">"spark.executor.instances"</span><span class="o">,</span> <span class="s">"2"</span><span class="o">)</span>
+ <span class="c1">//Only additional option to refer to Ignite cluster.</span>
+ <span class="o">.</span><span class="py">igniteConfig</span><span class="o">(</span><span class="s">"/path/to/ignite/config.xml"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">getOrCreate</span><span class="o">()</span>
+
+<span class="c1">// This will print out info about all SQL tables existed in Ignite.</span>
+<span class="nv">igniteSession</span><span class="o">.</span><span class="py">catalog</span><span class="o">.</span><span class="py">listTables</span><span class="o">().</span><span class="py">show</span><span class="o">()</span>
+
+<span class="c1">// This will print out schema of PERSON table.</span>
+<span class="nv">igniteSession</span><span class="o">.</span><span class="py">catalog</span><span class="o">.</span><span class="py">listColumns</span><span class="o">(</span><span class="s">"person"</span><span class="o">).</span><span class="py">show</span><span class="o">()</span>
+
+<span class="c1">// This will print out schema of CITY table.</span>
+<span class="nv">igniteSession</span><span class="o">.</span><span class="py">catalog</span><span class="o">.</span><span class="py">listColumns</span><span class="o">(</span><span class="s">"city"</span><span class="o">).</span><span class="py">show</span><span class="o">()</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+<div class="paragraph">
+<p>And the code output should be similar to the following:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="text">+------+--------+-----------+---------+-----------+
+| name|database|description|tableType|isTemporary|
++------+--------+-----------+---------+-----------+
+| CITY| | null| EXTERNAL| false|
+|PERSON| | null| EXTERNAL| false|
++------+--------+-----------+---------+-----------+
+
+PERSON table description:
+
++-------+-----------+--------+--------+-----------+--------+
+| name|description|dataType|nullable|isPartition|isBucket|
++-------+-----------+--------+--------+-----------+--------+
+| NAME| null| string| true| false| false|
+| ID| null| bigint| false| true| false|
+|CITY_ID| null| bigint| false| true| false|
++-------+-----------+--------+--------+-----------+--------+
+
+CITY table description:
+
++----+-----------+--------+--------+-----------+--------+
+|name|description|dataType|nullable|isPartition|isBucket|
++----+-----------+--------+--------+-----------+--------+
+|NAME| null| string| true| false| false|
+| ID| null| bigint| false| true| false|
++----+-----------+--------+--------+-----------+--------+</code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="ignite-dataframe-options">Ignite DataFrame Options</h2>
+<div class="sectionbody">
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 33.3333%;">
+<col style="width: 66.6667%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Name</th>
+<th class="tableblock halign-left valign-top">Description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>FORMAT_IGNITE</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Name of the Ignite Data Source</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_CONFIG_FILE</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Path to the config file</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_TABLE</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Table name</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_CREATE_TABLE_PARAMETERS</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Additional parameters for a newly created table. The value of this option is used for the <code>WITH</code> part of a <code>CREATE TABLE</code> query.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_CREATE_TABLE_PRIMARY_KEY_FIELDS</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Comma separated list of primary key fields.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_STREAMER_ALLOW_OVERWRITE</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">If <code>true</code>, then an existing row will be overwritten with DataFrame content. If <code>false</code>, then the row will be skipped if the primary key already exists in the table.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_STREAMER_FLUSH_FREQUENCY</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Automatic flush frequency. This is the time after which the streamer will make an attempt to submit all data added so far to remote nodes See <a href="/docs/2.9.0/data-streaming">Data Streaming</a></p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_STREAMER_PER_NODE_BUFFER_SIZE</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Per node buffer size. See also. The size of the per node key-value pairs buffer.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_STREAMER_PER_NODE_PARALLEL_OPERATIONS</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">Per node buffer size. The maximum number of parallel stream operations for a single node.</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock"><code>OPTION_SCHEMA</code></p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">The Ignite SQL schema name in which the specified table exists. When OPTION_SCHEMA is not specified, all schemas will be scanned to find a table with a matching name. This option can be used to differentiate two tables of the same name in different Ignite SQL schemas.</p>
+<p class="tableblock">When creating new tables, <code>OPTION_SCHEMA</code> must be specified as <code>PUBLIC</code>, otherwise an exception will be thrown because currently Ignite SQL can issue <code>CREATE TABLE</code> statements within the <code>PUBLIC</code> schema only.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect1">
+<h2 id="examples">Examples</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>There are several examples available on GitHub that demonstrate how to use Spark DataFrames with Ignite:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><a href="https://github.com/apache/ignite/tree/master/examples/src/main/spark/org/apache/ignite/examples/spark/IgniteDataFrameExample.scala">DataFrame</a></p>
+</li>
+<li>
+<p><a href="https://github.com/apache/ignite/tree/master/examples/src/main/spark/org/apache/ignite/examples/spark/IgniteDataFrameWriteExample.scala">Saving DataFrame</a></p>
+</li>
+<li>
+<p><a href="https://github.com/apache/ignite/tree/master/examples/src/main/spark/org/apache/ignite/examples/spark/IgniteCatalogExample.scala">Catalog</a></p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#overview">Overview</a></li>
+<li><a href="#integration">Integration</a></li>
+<li><a href="#spark-session">Spark Session</a></li>
+<li><a href="#reading-dataframes">Reading DataFrames</a></li>
+<li><a href="#saving-dataframes">Saving DataFrames</a></li>
+<li><a href="#ignitesparksession-and-igniteexternalcatalog">IgniteSparkSession and IgniteExternalCatalog</a></li>
+<li><a href="#ignite-dataframe-options">Ignite DataFrame Options</a></li>
+<li><a href="#examples">Examples</a></li>
+</ul>
+
+
+<footer>
+</footer>
+
+</nav>
+
+</section>
+<script type='module' src='/assets/js/code-copy-to-clipboard.js' async crossorigin></script>
+
+ <script>
+ // inits deep anchors -- needs to be done here because of https://www.bryanbraun.com/anchorjs/#dont-run-it-too-late
+ anchors.add('.page-docs h1, .page-docs h2, .page-docs h3:not(.discrete), .page-docs h4, .page-docs h5');
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+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
+ // Set debug to true to inspect the dropdown
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
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diff --git a/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd.html b/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd.html
new file mode 100644
index 0000000..da0ff36
--- /dev/null
+++ b/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd.html
@@ -0,0 +1,2552 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class='active'
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/ignite-for-spark/ignitecontext-and-rdd.adoc" target="_blank">Edit</a>
+
+ <h1>IgniteContext and IgniteRDD</h1>
+
+ <div class="sect1">
+<h2 id="ignitecontext">IgniteContext</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>IgniteContext is the main entry point to Spark-Ignite integration. To create an instance of Ignite context, user must provide an instance of SparkContext and a closure creating <code>IgniteConfiguration</code> (configuration factory). Ignite context will make sure that server or client Ignite nodes exist in all involved job instances. Alternatively, a path to an XML configuration file can be passed to <code>IgniteContext</code> constructor which will be used to configure nodes being started.</p>
+</div>
+<div class="paragraph">
+<p>When creating an <code>IgniteContext</code> instance, an optional boolean <code>client</code> argument (defaulting to <code>true</code>) can be passed to context constructor. This is typically used in a Shared Deployment installation. When <code>client</code> is set to <code>false</code>, context will operate in embedded mode and will start server nodes on all workers during the context construction. This is required in an Embedded Deployment installation. See <a href="/docs/2.9.0/ignite-for-spark/installation">Installation</a> for information on deployment configurations.</p>
+</div>
+<div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+<h3 id="embedded-mode-deprecation" class="discrete">Embedded Mode Deprecation</h3>
+<div class="paragraph">
+<p>Embedded mode implies starting Ignite server nodes within Spark executors which can cause unexpected rebalancing or even data loss. Therefore this mode is currently deprecated and will be eventually discontinued. Consider starting a separate Ignite cluster and using standalone mode to avoid data consistency and performance issues.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Once <code>IgniteContext</code> is created, instances of <code>IgniteRDD</code> may be obtained using <code>fromCache</code> methods. It is not required that requested cache exist in Ignite cluster when RDD is created. If the cache with the given name does not exist, it will be created using provided configuration or template configuration.</p>
+</div>
+<div class="paragraph">
+<p>For example, the following code will create an Ignite context with default Ignite configuration</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">igniteContext</span> <span class="k">=</span> <span class="k">new</span> <span class="nc">IgniteContext</span><span class="o">(</span><span class="n">sparkContext</span><span class="o">,</span>
+ <span class="o">()</span> <span class="k">=></span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">())</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The following code will create an Ignite context configured from a file <code>example-shared-rdd.xml</code>:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">igniteContext</span> <span class="k">=</span> <span class="k">new</span> <span class="nc">IgniteContext</span><span class="o">(</span><span class="n">sparkContext</span><span class="o">,</span>
+ <span class="s">"examples/config/spark/example-shared-rdd.xml"</span><span class="o">)</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="igniterdd">IgniteRDD</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p><code>IgniteRDD</code> is an implementation of Spark RDD abstraction representing a live view of Ignite cache. <code>IgniteRDD</code> is not immutable, all changes in Ignite cache (regardless whether they were caused by another RDD or external changes in cache) will be visible to RDD users immediately.</p>
+</div>
+<div class="paragraph">
+<p><code>IgniteRDD</code> utilizes partitioned nature of Ignite caches and provides partitioning information to Spark executor. Number of partitions in <code>IgniteRDD</code> equals to the number of partitions in underlying Ignite cache. <code>IgniteRDD</code> also provides affinity information to Spark via <code>getPrefferredLocations</code> method so that RDD computations use data locality.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="reading-values-from-ignite">Reading values from Ignite</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Since <code>IgniteRDD</code> is a live view of Ignite cache, there is no need to explicitly load data to Spark application from Ignite. All RDD methods are available to use right away after an instance of <code>IgniteRDD</code> is created.</p>
+</div>
+<div class="paragraph">
+<p>For example, assuming an Ignite cache with name "partitioned" contains string values, the following code will find all values that contain the word "Ignite":</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">cache</span> <span class="k">=</span> <span class="nv">igniteContext</span><span class="o">.</span><span class="py">fromCache</span><span class="o">(</span><span class="s">"partitioned"</span><span class="o">)</span>
+<span class="k">val</span> <span class="nv">result</span> <span class="k">=</span> <span class="nv">cache</span><span class="o">.</span><span class="py">filter</span><span class="o">(</span><span class="nv">_</span><span class="o">.</span><span class="py">_2</span><span class="o">.</span><span class="py">contains</span><span class="o">(</span><span class="s">"Ignite"</span><span class="o">)).</span><span class="py">collect</span><span class="o">()</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="saving-values-to-ignite">Saving values to Ignite</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Since Ignite caches operate on key-value pairs, the most straightforward way to save values to Ignite cache is to use a Spark tuple RDD and <code>savePairs</code> method. This method will take advantage of the RDD partitioning and store value to cache in a parallel manner, if possible.</p>
+</div>
+<div class="paragraph">
+<p>It is also possible to save value-only RDD into Ignite cache using <code>saveValues</code> method. In this case <code>IgniteRDD</code> will generate a unique affinity-local key for each value being stored into the cache.</p>
+</div>
+<div class="paragraph">
+<p>For example, the following code will store pairs of integers from 1 to 10000 into cache named "partitioned" using 10 parallel store operations:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">cacheRdd</span> <span class="k">=</span> <span class="nv">igniteContext</span><span class="o">.</span><span class="py">fromCache</span><span class="o">(</span><span class="s">"partitioned"</span><span class="o">)</span>
+
+<span class="nv">cacheRdd</span><span class="o">.</span><span class="py">savePairs</span><span class="o">(</span><span class="nv">sparkContext</span><span class="o">.</span><span class="py">parallelize</span><span class="o">(</span><span class="mi">1</span> <span class="n">to</span> <span class="mi">10000</span><span class="o">,</span> <span class="mi">10</span><span class="o">).</span><span class="py">map</span><span class="o">(</span><span class="n">i</span> <span class="k">=></span> <span class="o">(</span><span class="n">i</span><span class="o">,</span> <span class="n">i</span><span class="o">)))</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="running-sql-queries-against-ignite-cache">Running SQL queries against Ignite cache</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>When Ignite cache is configured with the indexing subsystem enabled, it is possible to run SQL queries against the cache using <code>objectSql</code> and <code>sql</code> methods. See <a href="/docs/2.9.0/SQL/sql-introduction">Working with SQL</a> for more information about Ignite SQL queries.</p>
+</div>
+<div class="paragraph">
+<p>For example, assuming the "partitioned" cache is configured to index pairs of integers, the following code will get all integers in the range (10, 100):</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">cacheRdd</span> <span class="k">=</span> <span class="nv">igniteContext</span><span class="o">.</span><span class="py">fromCache</span><span class="o">(</span><span class="s">"partitioned"</span><span class="o">)</span>
+
+<span class="k">val</span> <span class="nv">result</span> <span class="k">=</span> <span class="nv">cacheRdd</span><span class="o">.</span><span class="py">sql</span><span class="o">(</span><span class="s">"select _val from Integer where val > ? and val < ?"</span><span class="o">,</span> <span class="mi">10</span><span class="o">,</span> <span class="mi">100</span><span class="o">)</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>There are​ a couple of examples available on GitHub that demonstrate the usage of <code>IgniteRDD</code>:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><a href="https://github.com/apache/ignite/tree/master/examples/src/main/scala/org/apache/ignite/scalar/examples/spark/ScalarSharedRDDExample.scala" target="_blank" rel="noopener">Scala Example</a></p>
+</li>
+<li>
+<p><a href="https://github.com/apache/ignite/tree/master/examples/src/main/spark/org/apache/ignite/examples/spark/SharedRDDExample.java" target="_blank" rel="noopener">Java Example</a></p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#ignitecontext">IgniteContext</a></li>
+<li><a href="#igniterdd">IgniteRDD</a></li>
+<li><a href="#reading-values-from-ignite">Reading values from Ignite</a></li>
+<li><a href="#saving-values-to-ignite">Saving values to Ignite</a></li>
+<li><a href="#running-sql-queries-against-ignite-cache">Running SQL queries against Ignite cache</a></li>
+<li><a href="#example">Example</a></li>
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diff --git a/docs/2.9.0/ignite-for-spark/installation.html b/docs/2.9.0/ignite-for-spark/installation.html
new file mode 100644
index 0000000..41008c9
--- /dev/null
+++ b/docs/2.9.0/ignite-for-spark/installation.html
@@ -0,0 +1,2623 @@
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+
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+
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+
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+
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+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
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+
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+
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+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
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+
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+
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+
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+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
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+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
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+
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+
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+
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+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
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+
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+
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+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
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+
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+
+ <li>
+
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+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class='active'
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/ignite-for-spark/installation.adoc" target="_blank">Edit</a>
+
+ <h1>Installation</h1>
+
+ <div class="sect1">
+<h2 id="shared-deployment">Shared Deployment</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Shared deployment implies that Apache Ignite nodes are running independently from Apache Spark applications and store state even after Apache Spark jobs die. Similarly to Apache Spark, there are three ways to deploy Apache Ignite to the cluster.</p>
+</div>
+<div class="sect2">
+<h3 id="standalone-deployment">Standalone Deployment</h3>
+<div class="paragraph">
+<p>In the Standalone deployment mode, Ignite nodes should be deployed together with Spark Worker nodes. Instruction on Ignite installation can be found <a href="/docs/2.9.0/installation">here</a>. After you install Ignite on all worker nodes, start a node on each Spark worker with your config using <code>ignite.sh</code> script.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="adding-ignite-libraries-to-spark-classpath-by-default">Adding Ignite libraries to Spark classpath by default</h3>
+<div class="paragraph">
+<p>Spark application deployment model allows dynamic jar distribution during application start. This model, however, has some drawbacks:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Spark dynamic class loader does not implement <code>getResource</code> methods, so you will not be able to access resources located in jar files.</p>
+</li>
+<li>
+<p>Java logger uses application class loader (not the context class loader) to load log handlers which results in <code>ClassNotFoundException</code> when using Java logging in Ignite.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>There is a way to alter the default Spark classpath for each launched application (this should be done on each machine of the Spark cluster, including master, worker and driver nodes).</p>
+</div>
+<div class="olist arabic">
+<ol class="arabic">
+<li>
+<p>Locate the <code>$SPARK_HOME/conf/spark-env.sh</code> file. If this file does not exist, create it from template using <code>$SPARK_HOME/conf/spark-env.sh.template</code></p>
+</li>
+<li>
+<p>Add the following lines to the end of the <code>spark-env.sh</code> file (uncomment the line setting <code>IGNITE_HOME</code> in case if you do not have it globally set):</p>
+</li>
+</ol>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell"><span class="c"># Optionally set IGNITE_HOME here.</span>
+<span class="c"># IGNITE_HOME=/path/to/ignite</span>
+
+<span class="nv">IGNITE_LIBS</span><span class="o">=</span><span class="s2">"</span><span class="k">${</span><span class="nv">IGNITE_HOME</span><span class="k">}</span><span class="s2">/libs/*"</span>
+
+<span class="k">for </span>file <span class="k">in</span> <span class="k">${</span><span class="nv">IGNITE_HOME</span><span class="k">}</span>/libs/<span class="k">*</span>
+<span class="k">do
+ if</span> <span class="o">[</span> <span class="nt">-d</span> <span class="k">${</span><span class="nv">file</span><span class="k">}</span> <span class="o">]</span> <span class="o">&&</span> <span class="o">[</span> <span class="s2">"</span><span class="k">${</span><span class="nv">file</span><span class="k">}</span><span class="s2">"</span> <span class="o">!=</span> <span class="s2">"</span><span class="k">${</span><span class="nv">IGNITE_HOME</span><span class="k">}</span><span class="s2">"</span>/libs/optional <span class="o">]</span><span class="p">;</span> <span class="k">then
+ </span><span class="nv">IGNITE_LIBS</span><span class="o">=</span><span class="k">${</span><span class="nv">IGNITE_LIBS</span><span class="k">}</span>:<span class="k">${</span><span class="nv">file</span><span class="k">}</span>/<span class="k">*</span>
+ <span class="k">fi
+done
+
+</span><span class="nb">export </span><span class="nv">SPARK_CLASSPATH</span><span class="o">=</span><span class="nv">$IGNITE_LIBS</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Copy any folders required from the <code>$IGNITE_HOME/libs/optional</code> folder, such as <code>ignite-log4j</code>, to the <code>$IGNITE_HOME/libs</code> folder.</p>
+</div>
+<div class="paragraph">
+<p>You can verify that the Spark classpath is changed by running <code>bin/spark-shell</code> and typing a simple import statement:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">scala> import org.apache.ignite.configuration._
+import org.apache.ignite.configuration._</code></pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="embedded-deployment">Embedded Deployment</h2>
+<div class="sectionbody">
+<div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+<h3 id="embedded-mode-deprecation" class="discrete">Embedded Mode Deprecation</h3>
+<div class="paragraph">
+<p>Embedded mode implies starting Ignite server nodes within Spark executors which can cause unexpected rebalancing or even data loss. Therefore this mode is currently deprecated and will be eventually discontinued. Consider starting a separate Ignite cluster and using standalone mode to avoid data consistency and performance issues.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Embedded deployment means that Apache Ignite nodes are started inside the Apache Spark job processes and are stopped when the job dies. There is no need for additional deployment steps in this case. Apache Ignite code will be distributed to worker machines using the Apache Spark deployment mechanism and nodes will be started on all workers as part of the <code>IgniteContext</code> initialization.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="maven">Maven</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Ignite’s Spark artifact is <a href="http://search.maven.org/#search%7Cga%7C1%7Cg%3A%22org.apache.ignite%22" target="_blank" rel="noopener">hosted in Maven Central</a>. Depending on a Scala version you use, include the artifact using one of the dependencies shown below.</p>
+</div>
+<div class="listingblock">
+<div class="title">Scala 2.11</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="o"><</span><span class="n">dependency</span><span class="o">></span>
+ <span class="o"><</span><span class="n">groupId</span><span class="o">></span><span class="nv">org</span><span class="o">.</span><span class="py">apache</span><span class="o">.</span><span class="py">ignite</span><span class="o"></</span><span class="n">groupId</span><span class="o">></span>
+ <span class="o"><</span><span class="n">artifactId</span><span class="o">></span><span class="n">ignite</span><span class="o">-</span><span class="n">spark</span><span class="o"></</span><span class="n">artifactId</span><span class="o">></span>
+ <span class="o"><</span><span class="n">version</span><span class="o">></span><span class="n">$</span><span class="o">{</span><span class="nv">ignite</span><span class="o">.</span><span class="py">version</span><span class="o">}</</span><span class="n">version</span><span class="o">></span>
+<span class="o"></</span><span class="n">dependency</span><span class="o">></span></code></pre>
+</div>
+</div>
+<div class="listingblock">
+<div class="title">Scala 2.10</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="o"><</span><span class="n">dependency</span><span class="o">></span>
+ <span class="o"><</span><span class="n">groupId</span><span class="o">></span><span class="nv">org</span><span class="o">.</span><span class="py">apache</span><span class="o">.</span><span class="py">ignite</span><span class="o"></</span><span class="n">groupId</span><span class="o">></span>
+ <span class="o"><</span><span class="n">artifactId</span><span class="o">></span><span class="n">ignite</span><span class="o">-</span><span class="n">spark_2</span><span class="o">.</span><span class="mi">10</span><span class="o"></</span><span class="n">artifactId</span><span class="o">></span>
+ <span class="o"><</span><span class="n">version</span><span class="o">></span><span class="n">$</span><span class="o">{</span><span class="nv">ignite</span><span class="o">.</span><span class="py">version</span><span class="o">}</</span><span class="n">version</span><span class="o">></span>
+<span class="o"></</span><span class="n">dependency</span><span class="o">></span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="sbt">SBT</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>If SBT is used as a build tool for a Scala application, then Ignite’s Spark artifact can be added into <code>build.sbt</code> with one of the commands below:</p>
+</div>
+<div class="listingblock">
+<div class="title">Scala 2.11</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="n">libraryDependencies</span> <span class="o">+=</span> <span class="s">"org.apache.ignite"</span> <span class="o">%</span> <span class="s">"ignite-spark"</span> <span class="o">%</span> <span class="s">"ignite.version"</span></code></pre>
+</div>
+</div>
+<div class="listingblock">
+<div class="title">Scala 2.10</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="n">libraryDependencies</span> <span class="o">+=</span> <span class="s">"org.apache.ignite"</span> <span class="o">%</span> <span class="s">"ignite-spark_2.10"</span> <span class="o">%</span> <span class="s">"ignite.version"</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="classpath-configuration">Classpath Configuration</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>When IgniteRDD or Ignite Data Frames APIs are used, make sure that Spark executors and drivers have all the required Ignite jars available in their classpath. Spark provides several ways to modify the classpath of both the driver or the executor process.</p>
+</div>
+<div class="sect2">
+<h3 id="parameters-configuration">Parameters Configuration</h3>
+<div class="paragraph">
+<p>Ignite jars can be added to Spark using configuration parameters such as
+<code>spark.driver.extraClassPath</code> and <code>spark.executor.extraClassPath</code>. Refer to the <a href="https://spark.apache.org/docs/latest/configuration.html#runtime-environment">Spark official documentation</a> for all available options.</p>
+</div>
+<div class="paragraph">
+<p>The following shows how to fill in <code>spark.driver.extraClassPath</code> parameters:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">spark.executor.extraClassPath /opt/ignite/libs/<span class="k">*</span>:/opt/ignite/libs/optional/ignite-spark/<span class="k">*</span>:/opt/ignite/libs/optional/ignite-log4j/<span class="k">*</span>:/opt/ignite/libs/optional/ignite-yarn/<span class="k">*</span>:/opt/ignite/libs/ignite-spring/<span class="k">*</span></code></pre>
+</div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="source-code-configuration">Source Code Configuration</h3>
+<div class="paragraph">
+<p>Spark provides APIs to set up extra libraries from the application code. You can provide Ignite jars in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">private</span> <span class="k">val</span> <span class="nv">MAVEN_HOME</span> <span class="k">=</span> <span class="s">"/home/user/.m2/repository"</span>
+
+<span class="k">val</span> <span class="nv">spark</span> <span class="k">=</span> <span class="nv">SparkSession</span><span class="o">.</span><span class="py">builder</span><span class="o">()</span>
+ <span class="o">.</span><span class="py">appName</span><span class="o">(</span><span class="s">"Spark Ignite data sources example"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">master</span><span class="o">(</span><span class="s">"spark://172.17.0.2:7077"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">getOrCreate</span><span class="o">()</span>
+
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/apache/ignite/ignite-core/2.4.0/ignite-core-2.4.0.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/apache/ignite/ignite-spring/2.4.0/ignite-spring-2.4.0.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/apache/ignite/ignite-log4j/2.4.0/ignite-log4j-2.4.0.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/apache/ignite/ignite-spark/2.4.0/ignite-spark-2.4.0.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/apache/ignite/ignite-indexing/2.4.0/ignite-indexing-2.4.0.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/springframework/spring-beans/4.3.7.RELEASE/spring-beans-4.3.7.RELEASE.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/springframework/spring-core/4.3.7.RELEASE/spring-core-4.3.7.RELEASE.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/springframework/spring-context/4.3.7.RELEASE/spring-context-4.3.7.RELEASE.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/org/springframework/spring-expression/4.3.7.RELEASE/spring-expression-4.3.7.RELEASE.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/javax/cache/cache-api/1.0.0/cache-api-1.0.0.jar"</span><span class="o">)</span>
+<span class="nv">spark</span><span class="o">.</span><span class="py">sparkContext</span><span class="o">.</span><span class="py">addJar</span><span class="o">(</span><span class="nc">MAVEN_HOME</span> <span class="o">+</span> <span class="s">"/com/h2database/h2/1.4.195/h2-1.4.195.jar"</span><span class="o">)</span></code></pre>
+</div>
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+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
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+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#shared-deployment">Shared Deployment</a>
+<ul class="sectlevel2">
+<li><a href="#standalone-deployment">Standalone Deployment</a></li>
+<li><a href="#adding-ignite-libraries-to-spark-classpath-by-default">Adding Ignite libraries to Spark classpath by default</a></li>
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+ docsearch({
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+ apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
+ indexName: 'apache_ignite',
+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
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+ debug: false,
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
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diff --git a/docs/2.9.0/ignite-for-spark/overview.html b/docs/2.9.0/ignite-for-spark/overview.html
new file mode 100644
index 0000000..5ff90e9
--- /dev/null
+++ b/docs/2.9.0/ignite-for-spark/overview.html
@@ -0,0 +1,2495 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
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+ <a href="/docs/2.9.0/quick-start/cpp"
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+ <a href="/docs/2.9.0/quick-start/python"
+
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+ >Python</a>
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+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
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+ class=''
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+
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+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
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+
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+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
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+
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+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
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+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
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+
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+
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+
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+
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+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
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+
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+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
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+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/ignite-for-spark/overview.adoc" target="_blank">Edit</a>
+
+ <h1>Ignite for Spark</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Apache Ignite is a distributed memory-centric database and caching platform that is used by Apache Spark users to:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Achieve true in-memory performance at scale and avoid data movement from a data source to Spark workers and applications.</p>
+</li>
+<li>
+<p>Boost DataFrame and SQL performance.</p>
+</li>
+<li>
+<p>More easily share state and data among Spark jobs.</p>
+</li>
+</ul>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/spark_integration.png" alt="Spark Integration">
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="ignite-rdds">Ignite RDDs</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Apache Ignite provides an implementation of the Spark RDD which allows any data and state to be shared in memory as RDDs across Spark jobs. The Ignite RDD provides a shared, mutable view of the same data in-memory in Ignite across different Spark jobs, workers, or applications. Native Spark RDDs cannot be shared across Spark jobs or applications.</p>
+</div>
+<div class="paragraph">
+<p>The way an <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd">IgniteRDD</a> is implemented is as a view over a distributed Ignite table (aka. cache). It can be deployed with an Ignite node either within the Spark job executing process, on a Spark worker, or in a separate Ignite cluster. It means that depending on the chosen deployment mode the shared state may either exist only during the lifespan of a Spark application (embedded mode), or it may out-survive the Spark application (standalone mode).</p>
+</div>
+<div class="paragraph">
+<p>While Apache SparkSQL supports a fairly rich SQL syntax, it doesn’t implement any indexing. As a result, Spark queries may take minutes even on moderately small data sets because they have to do full data scans. With Ignite, Spark users can configure primary and secondary indexes that can bring up to 1000x performance gains.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="ignite-dataframes">Ignite DataFrames</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The Apache Spark DataFrame API introduced the concept of a schema to describe the data, allowing Spark to manage the schema and organize the data into a tabular format. To put it simply, a DataFrame is a distributed collection of data organized into named columns. It is conceptually equivalent to a table in a relational database and allows Spark to leverage the Catalyst query optimizer to produce much more efficient query execution plans in comparison to RDDs, which are just collections of elements partitioned across the nodes of the cluster.</p>
+</div>
+<div class="paragraph">
+<p>Ignite expands <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe">DataFrame</a>, simplifying development and improving data access times whenever Ignite is used as memory-centric storage for Spark. Benefits include:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Ability to share data and state across Spark jobs by writing and reading DataFrames to/from Ignite.</p>
+</li>
+<li>
+<p>Faster SparkSQL queries by optimizing Spark query execution plans with Ignite SQL engine which include​ advanced indexing and avoid data movement across the network from Ignite to Spark.</p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="supported-spark-version">Supported Spark Version</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Apache Ignite comes with two modules that support different versions of Apache Spark:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>ignite-spark — integration with Spark 2.3</p>
+</li>
+<li>
+<p>ignite-spark-2.4 — integration with Spark 2.4</p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
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+<li><a href="#ignite-rdds">Ignite RDDs</a></li>
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diff --git a/docs/2.9.0/ignite-for-spark/spark-shell.html b/docs/2.9.0/ignite-for-spark/spark-shell.html
new file mode 100644
index 0000000..31d6b04
--- /dev/null
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
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+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/ignite-for-spark/spark-shell.adoc" target="_blank">Edit</a>
+
+ <h1>Testing Ignite with Spark-shell</h1>
+
+ <div class="sect1">
+<h2 id="starting-up-the-cluster">Starting up the cluster</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Here we will briefly cover the process of Spark and Ignite cluster startup. Refer to <a href="https://spark.apache.org/docs/latest/">Spark documentation</a> for more details.</p>
+</div>
+<div class="paragraph">
+<p>For the testing you will need a Spark master process and at least one Spark worker. Usually Spark master and workers are separate machines, but for the test purposes you can start worker on the same machine where master starts.</p>
+</div>
+<div class="olist arabic">
+<ol class="arabic">
+<li>
+<p>Download and unpack Spark binary distribution to the same location (let it be <code>SPARK_HOME</code>) on all nodes.</p>
+</li>
+<li>
+<p>Download and unpack Ignite binary distribution to the same location (let it be <code>IGNITE_HOME</code>) on all nodes.</p>
+</li>
+<li>
+<p>On master node <code>cd</code> to <code>$SPARK_HOME</code> and run the following command:</p>
+<div class="openblock">
+<div class="content">
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">sbin/start-master.sh</code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The script should output the path to log file of the started process. Check the log file for the master URL which has the following format: <code>spark://master_host:master_port</code> Also check the log file for the Web UI url (usually it is <code><a href="http://master_host:8080" class="bare">http://master_host:8080</a></code>).</p>
+</div>
+</div>
+</div>
+</li>
+<li>
+<p>On each of the worker nodes <code>cd</code> to <code>$SPARK_HOME</code> and run the following command:</p>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">bin/spark-class org.apache.spark.deploy.worker.Worker spark://master_host:master_port</code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>where <code>spark://master_host:master_port</code> is the master URL you grabbed from the master log file. After workers has started check the master Web UI interface, it should show all of your workers registered in status <code>ALIVE</code>.</p>
+</div>
+</li>
+<li>
+<p>On each of the worker nodes cd to <code>$IGNITE_HOME</code> and start an Ignite node by running the following command:</p>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">bin/ignite.sh</code></pre>
+</div>
+</div>
+</li>
+</ol>
+</div>
+<div class="paragraph">
+<p>You should see Ignite nodes discover each other with default configuration. If your network does not allow multicast traffic, you will need to change the default configuration file and configure TCP discovery.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="working-with-spark-shell">Working with Spark-Shell</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Now that you have your cluster up and running, you can run <code>spark-shell</code> and check the integration.</p>
+</div>
+<div class="olist arabic">
+<ol class="arabic">
+<li>
+<p>Start spark shell:</p>
+<div class="openblock">
+<div class="content">
+<div class="ulist">
+<ul>
+<li>
+<p>Either by providing Maven coordinates to Ignite artifacts (you can use <code>--repositories</code> if you need, but it may be omitted):</p>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">./bin/spark-shell
+ <span class="nt">--packages</span> org.apache.ignite:ignite-spark:1.8.0
+ <span class="nt">--master</span> spark://master_host:master_port
+ <span class="nt">--repositories</span> http://repo.maven.apache.org/maven2/org/apache/ignite</code></pre>
+</div>
+</div>
+</li>
+<li>
+<p>Or by providing paths to Ignite jar file paths using <code>--jars</code> parameter</p>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">./bin/spark-shell <span class="nt">--jars</span> path/to/ignite-core.jar,path/to/ignite-spark.jar,path/to/cache-api.jar,path/to/ignite-log4j.jar,path/to/log4j.jar <span class="nt">--master</span> spark://master_host:master_port</code></pre>
+</div>
+</div>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>You should see Spark shell started up.</p>
+</div>
+<div class="paragraph">
+<p>Note that if you are planning to use spring configuration loading, you will need to add the <code>ignite-spring</code> dependency as well:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">./bin/spark-shell
+ <span class="nt">--packages</span> org.apache.ignite:ignite-spark:1.8.0,org.apache.ignite:ignite-spring:1.8.0
+ <span class="nt">--master</span> spark://master_host:master_port</code></pre>
+</div>
+</div>
+</div>
+</div>
+</li>
+<li>
+<p>Let’s create an instance of Ignite context using default configuration:</p>
+<div class="openblock">
+<div class="content">
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">import</span> <span class="nn">org.apache.ignite.spark._</span>
+<span class="k">import</span> <span class="nn">org.apache.ignite.configuration._</span>
+
+<span class="k">val</span> <span class="nv">ic</span> <span class="k">=</span> <span class="k">new</span> <span class="nc">IgniteContext</span><span class="o">(</span><span class="n">sc</span><span class="o">,</span> <span class="o">()</span> <span class="k">=></span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">())</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>You should see something like</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="text">ic: org.apache.ignite.spark.IgniteContext = org.apache.ignite.spark.IgniteContext@62be2836</code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>An alternative way to create an instance of IgniteContext is to use a configuration file. Note that if path to configuration is specified in a relative form, then the <code>IGNITE_HOME</code> environment variable should be globally set in the system as the path is resolved relative to <code>IGNITE_HOME</code></p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">import</span> <span class="nn">org.apache.ignite.spark._</span>
+<span class="k">import</span> <span class="nn">org.apache.ignite.configuration._</span>
+
+<span class="k">val</span> <span class="nv">ic</span> <span class="k">=</span> <span class="k">new</span> <span class="nc">IgniteContext</span><span class="o">(</span><span class="n">sc</span><span class="o">,</span> <span class="s">"examples/config/spark/example-shared-rdd.xml"</span><span class="o">)</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+</li>
+<li>
+<p>Let’s now create an instance of <code>IgniteRDD</code> using "partitioned" cache in default configuration:</p>
+<div class="openblock">
+<div class="content">
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">sharedRDD</span> <span class="k">=</span> <span class="nv">ic</span><span class="o">.</span><span class="py">fromCache</span><span class="o">[</span><span class="kt">Integer</span>, <span class="kt">Integer</span><span class="o">](</span><span class="s">"partitioned"</span><span class="o">)</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>You should see an instance of RDD created for partitioned cache:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="text">shareRDD: org.apache.ignite.spark.IgniteRDD[Integer,Integer] = IgniteRDD[0] at RDD at IgniteAbstractRDD.scala:27</code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Note that creation of RDD is a local operation and will not create a cache in Ignite cluster.</p>
+</div>
+</div>
+</div>
+</li>
+<li>
+<p>Let’s now actually ask Spark to do something with our RDD, for example, get all pairs where value is less than 10:</p>
+<div class="openblock">
+<div class="content">
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="nv">sharedRDD</span><span class="o">.</span><span class="py">filter</span><span class="o">(</span><span class="nv">_</span><span class="o">.</span><span class="py">_2</span> <span class="o"><</span> <span class="mi">10</span><span class="o">).</span><span class="py">collect</span><span class="o">()</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>As our cache has not been filled yet, the result will be an empty array:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="text">res0: Array[(Integer, Integer)] = Array()</code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Check the logs of remote spark workers and see how Ignite context will start clients on all remote workers in the cluster. You can also start command-line Visor and check that "partitioned" cache has been created.</p>
+</div>
+</div>
+</div>
+</li>
+<li>
+<p>Let’s now save some values into Ignite:</p>
+<div class="openblock">
+<div class="content">
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="nv">sharedRDD</span><span class="o">.</span><span class="py">savePairs</span><span class="o">(</span><span class="nv">sc</span><span class="o">.</span><span class="py">parallelize</span><span class="o">(</span><span class="mi">1</span> <span class="n">to</span> <span class="mi">100000</span><span class="o">,</span> <span class="mi">10</span><span class="o">).</span><span class="py">map</span><span class="o">(</span><span class="n">i</span> <span class="k">=></span> <span class="o">(</span><span class="n">i</span><span class="o">,</span> <span class="n">i</span><span class="o">)))</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>After running this command you can check with command-line Visor that cache size is 100000 elements.</p>
+</div>
+</div>
+</div>
+</li>
+<li>
+<p>We can now check how the state we created will survive job restart. Shut down the spark shell and repeat steps 1-3. You should again have an instance of Ignite context and RDD for "partitioned" cache. We can now check how many keys there are in our RDD which value is greater than 50000:</p>
+<div class="openblock">
+<div class="content">
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="nv">sharedRDD</span><span class="o">.</span><span class="py">filter</span><span class="o">(</span><span class="nv">_</span><span class="o">.</span><span class="py">_2</span> <span class="o">></span> <span class="mi">50000</span><span class="o">).</span><span class="py">count</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Since we filled up cache with a sequence of number from 1 to 100000 inclusive, we should see <code>50000</code> as a result:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="text">res0: Long = 50000</code></pre>
+</div>
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+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class='active'
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/ignite-for-spark/troubleshooting.adoc" target="_blank">Edit</a>
+
+ <h1>Troubleshooting</h1>
+
+ <div class="ulist">
+<ul>
+<li>
+<p>My Spark application or Spark shell hangs when I invoke any action on IgniteRDD</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>This will happen if you have created <code>IgniteContext</code> in client mode (which is default mode) and you do not have any Ignite server nodes started up. In this case Ignite client will wait until server nodes are started or fail after cluster join timeout has elapsed. You should start at least one Ignite server node when using <code>IgniteContext</code> in client mode.</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>I am getting <code>java.lang.ClassNotFoundException</code> <code>org.apache.ignite.logger.java.JavaLoggerFileHandler</code> when using IgniteContext</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>This issue appears when you do not have any loggers included in classpath and Ignite tries to use standard Java logging. By default Spark loads all user jar files using separate class loader. Java logging framework, on the other hand, uses application class loader to initialize log handlers. To resolve this, you can either add <code>ignite-log4j</code> module to the list of the used jars so that Ignite would use Log4j as a logging subsystem, or alter default Spark classpath as described <a href="/docs/2.9.0/ignite-for-spark/installation">here</a>.</p>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+
+
+
+<footer>
+</footer>
+
+</nav>
+
+</section>
+<script type='module' src='/assets/js/code-copy-to-clipboard.js' async crossorigin></script>
+
+ <script>
+ // inits deep anchors -- needs to be done here because of https://www.bryanbraun.com/anchorjs/#dont-run-it-too-late
+ anchors.add('.page-docs h1, .page-docs h2, .page-docs h3:not(.discrete), .page-docs h4, .page-docs h5');
+ anchors.options = {
+ placement: 'right',
+ visible: 'always'
+ };
+ </script>
+ <!-- load google fonts async -->
+ <script type="text/javascript">
+ WebFontConfig = {
+ google: { families: [ 'Open+Sans:300,400,600,700&display=swap' ] }
+ };
+ (function() {
+ var wf = document.createElement('script');
+ wf.src = 'https://ajax.googleapis.com/ajax/libs/webfont/1/webfont.js';
+ wf.type = 'text/javascript';
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+ s.parentNode.insertBefore(wf, s);
+ })(); </script>
+ <script src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
+ <script>
+ docsearch({
+ // Your apiKey and indexName will be given to you once
+ // we create your config
+ apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
+ indexName: 'apache_ignite',
+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
+ // Set debug to true to inspect the dropdown
+ debug: false,
+ });
+ </script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
+</body>
+
+</html>
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index 936876a..4174a35 100644
--- a/docs/2.9.0/index.html
+++ b/docs/2.9.0/index.html
@@ -25,12 +25,12 @@
<link rel="canonical" href="/docs/2.9.0/index" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -801,6 +801,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1217,6 +1224,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1506,6 +1917,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1642,6 +2095,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1652,6 +2200,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2392,6 +2953,11 @@
<h2>
+<a href="/docs/2.9.0/deploying-user-code" class=''>Deploying User Code</a> </h2>
+
+
+
+ <h2>
<a href="/docs/2.9.0/peer-class-loading" class=''>Peer Class Loading</a> </h2>
@@ -2739,6 +3305,313 @@
<h2>
+<a href="/docs/2.9.0/services/services" class=''>Services</a> </h2>
+
+
+
+ <h2>
+<a href="/docs/2.9.0" class=''>Distributed Data Structures</a> </h2>
+
+ <ul>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//data-structures/queue-and-set" >Queue and Set</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//data-structures/atomic-types" >Atomic Types</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//data-structures/countdownlatch" >CountDownLatch</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//data-structures/atomic-sequence" >Atomic Sequence</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//data-structures/semaphore" >Semaphore</a>
+
+
+
+
+
+ </li>
+
+ </ul>
+
+
+
+ <h2>
+<a href="/docs/2.9.0" class=''>Machine Learning</a> </h2>
+
+ <ul>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//machine-learning/machine-learning" >Machine Learning</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//machine-learning/partition-based-dataset" >Partition Based Dataset</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//machine-learning/updating-trained-models" >Updating Trained Models</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a >Binary Classification</a>
+
+
+
+ <ul class='sub_pages'>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </ul>
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a >Regression</a>
+
+
+
+ <ul class='sub_pages'>
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </ul>
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a >Clustering</a>
+
+
+
+ <ul class='sub_pages'>
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </ul>
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//machine-learning/preprocessing" >Preprocessing</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a >Model Selection</a>
+
+
+
+ <ul class='sub_pages'>
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </ul>
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//machine-learning/multiclass-classification" >Multiclass Classification</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a >Ensemble Methods</a>
+
+
+
+ <ul class='sub_pages'>
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </ul>
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//machine-learning/recommendation-systems" >Recommendation Systems</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a >Importing Model</a>
+
+
+
+ <ul class='sub_pages'>
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </ul>
+
+
+
+ </li>
+
+ </ul>
+
+
+
+ <h2>
<a href="/docs/2.9.0" class=''>Monitoring</a> </h2>
<ul>
@@ -2977,6 +3850,34 @@
</li>
+ <li>
+
+
+
+<a >Binary Client Protocol</a>
+
+
+
+ <ul class='sub_pages'>
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </ul>
+
+
+
+ </li>
+
</ul>
@@ -3083,6 +3984,87 @@
<h2>
+<a href="/docs/2.9.0" class=''>Ignite for Spark</a> </h2>
+
+ <ul>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//ignite-for-spark/overview" >Overview</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//ignite-for-spark/ignitecontext-and-rdd" >IgniteContext and IgniteRDD</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//ignite-for-spark/ignite-dataframe" >Ignite DataFrame</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//ignite-for-spark/installation" >Installation</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//ignite-for-spark/spark-shell" >Test Ignite with Spark-shell</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
+<a href="/docs/2.9.0//ignite-for-spark/troubleshooting" >Troubleshooting</a>
+
+
+
+
+
+ </li>
+
+ </ul>
+
+
+
+ <h2>
<a href="/docs/2.9.0/sql-reference/sql-reference-overview" class=''>SQL Reference</a> </h2>
<ul>
@@ -3091,6 +4073,18 @@
+<a href="/docs/2.9.0//sql-reference/sql-conformance" >SQL Conformance</a>
+
+
+
+
+
+ </li>
+
+ <li>
+
+
+
<a href="/docs/2.9.0//sql-reference/ddl" >Data Definition Language (DDL)</a>
@@ -3263,8 +4257,8 @@
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diff --git a/docs/2.9.0/installation/deb-rpm.html b/docs/2.9.0/installation/deb-rpm.html
index c4a22a9..1b9ef75 100644
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@@ -23,12 +23,12 @@
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1981,8 +2542,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/installation/index.html b/docs/2.9.0/installation/index.html
index 32bdcc7..15c1337 100644
--- a/docs/2.9.0/installation/index.html
+++ b/docs/2.9.0/installation/index.html
@@ -25,12 +25,12 @@
<link rel="canonical" href="/docs/2.9.0/installation/index" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -801,6 +801,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1217,6 +1224,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1506,6 +1917,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1642,6 +2095,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1652,6 +2200,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1922,8 +2483,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/installation/installing-using-docker.html b/docs/2.9.0/installation/installing-using-docker.html
index f7b570b..f3cdf3e 100644
--- a/docs/2.9.0/installation/installing-using-docker.html
+++ b/docs/2.9.0/installation/installing-using-docker.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/installation/installing-using-docker" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2158,8 +2719,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/installation/installing-using-zip.html b/docs/2.9.0/installation/installing-using-zip.html
index ebde155..8db7224 100644
--- a/docs/2.9.0/installation/installing-using-zip.html
+++ b/docs/2.9.0/installation/installing-using-zip.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/installation/installing-using-zip" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1908,8 +2469,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/installation/kubernetes/amazon-eks-deployment.html b/docs/2.9.0/installation/kubernetes/amazon-eks-deployment.html
index 4771c27..b08727e 100644
--- a/docs/2.9.0/installation/kubernetes/amazon-eks-deployment.html
+++ b/docs/2.9.0/installation/kubernetes/amazon-eks-deployment.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/installation/kubernetes/amazon-eks-deployment" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2662,8 +3223,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/installation/kubernetes/azure-deployment.html b/docs/2.9.0/installation/kubernetes/azure-deployment.html
index 7a8e08d..cda4960 100644
--- a/docs/2.9.0/installation/kubernetes/azure-deployment.html
+++ b/docs/2.9.0/installation/kubernetes/azure-deployment.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/installation/kubernetes/azure-deployment" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655898">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655898"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2716,8 +3277,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655898' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655898' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/installation/kubernetes/gke-deployment.html b/docs/2.9.0/installation/kubernetes/gke-deployment.html
index 47e0c6f..bb69360 100644
--- a/docs/2.9.0/installation/kubernetes/gke-deployment.html
+++ b/docs/2.9.0/installation/kubernetes/gke-deployment.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/installation/kubernetes/gke-deployment" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2674,8 +3235,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/key-value-api/basic-cache-operations.html b/docs/2.9.0/key-value-api/basic-cache-operations.html
index 0bf4c48..8b42838 100644
--- a/docs/2.9.0/key-value-api/basic-cache-operations.html
+++ b/docs/2.9.0/key-value-api/basic-cache-operations.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/key-value-api/basic-cache-operations" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
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<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2339,8 +2900,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
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diff --git a/docs/2.9.0/key-value-api/binary-objects.html b/docs/2.9.0/key-value-api/binary-objects.html
index a510cd8..2dbe5d7 100644
--- a/docs/2.9.0/key-value-api/binary-objects.html
+++ b/docs/2.9.0/key-value-api/binary-objects.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/key-value-api/binary-objects" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2213,8 +2774,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/key-value-api/continuous-queries.html b/docs/2.9.0/key-value-api/continuous-queries.html
index 5721a63..2e1c067 100644
--- a/docs/2.9.0/key-value-api/continuous-queries.html
+++ b/docs/2.9.0/key-value-api/continuous-queries.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/key-value-api/continuous-queries" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2366,8 +2927,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/key-value-api/transactions.html b/docs/2.9.0/key-value-api/transactions.html
index 5ef9346..dd2c32f 100644
--- a/docs/2.9.0/key-value-api/transactions.html
+++ b/docs/2.9.0/key-value-api/transactions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/key-value-api/transactions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2563,8 +3124,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/key-value-api/using-scan-queries.html b/docs/2.9.0/key-value-api/using-scan-queries.html
index 185b188..2c17acd 100644
--- a/docs/2.9.0/key-value-api/using-scan-queries.html
+++ b/docs/2.9.0/key-value-api/using-scan-queries.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/key-value-api/using-scan-queries" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2019,8 +2580,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/logging.html b/docs/2.9.0/logging.html
index 4ea1a34..9b34225 100644
--- a/docs/2.9.0/logging.html
+++ b/docs/2.9.0/logging.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/logging" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2240,8 +2801,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/machine-learning/binary-classification/ann.html b/docs/2.9.0/machine-learning/binary-classification/ann.html
new file mode 100644
index 0000000..505d8e3
--- /dev/null
+++ b/docs/2.9.0/machine-learning/binary-classification/ann.html
@@ -0,0 +1,2538 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
+ <script>
+ window.dataLayer = window.dataLayer || [];
+ function gtag(){dataLayer.push(arguments);}
+ gtag('js', new Date());
+
+ gtag('config', 'UA-61232409-1');
+ </script>
+
+
+
+ <meta charset="UTF-8">
+ <meta name="ignite-version" content="2.9.0" />
+ <title>ANN (Approximate Nearest Neighbor) | Ignite Documentation</title>
+
+ <link rel="canonical" href="/docs/2.9.0/machine-learning/binary-classification/ann" />
+
+
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
+ <link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
+ <link rel="shortcut icon" href="/favicon.ico">
+ <meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
+
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
+
+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
+
+
+</head>
+<body>
+ <header>
+ <div class="container">
+ <button type='button' class='menu' title='Docs menu'>
+ <img src="/assets/images/menu-icon.svg"/>
+ </button>
+ <div class='home'>
+ <a href="/" class='home' title='Apache Ignite home'>
+ <img src="/assets/images/apache_ignite_logo.svg" alt="Apache Ignite logo" width="103" >
+ </a>
+ </div>
+
+ <nav>
+
+ </nav>
+
+ <select id="version-selector">
+ <option value="2.9.0">2.9.0</option>
+ </select>
+
+ <a href="https://github.com/apache/ignite" title='GitHub' class='github' target="_blank">
+ <img src="/assets/images/github-gray.svg" alt="GitHub logo">
+ </a>
+
+ <form class='search'>
+ <button class="search-close" type='button'><img src='/assets/images/cancel.svg'></button>
+ <input type="search" placeholder="Search…" id="search-input">
+ </form>
+ <button type='button' class='search-toggle'><img src='/assets/images/search.svg'></button>
+ <button type='button' class='top-nav-toggle'>â‹®</button>
+
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+
+ </div>
+</header>
+
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+ <link rel="stylesheet" href="/assets/css/docs.css">
+<section class='page-docs'>
+
+
+
+
+<nav class='left-nav' data-swiftype-index='false'>
+
+
+ <li>
+
+
+ <a href="/docs/2.9.0/preface" class='' >Preface</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
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+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
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+
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+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class='active'>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
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+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/binary-classification/ann.adoc" target="_blank">Edit</a>
+
+ <h1>ANN (Approximate Nearest Neighbor)</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>An approximate nearest neighbor search algorithm is allowed to return points, whose distance from the query is at most <strong>c</strong> times the distance from the query to its nearest points.</p>
+</div>
+<div class="paragraph">
+<p>The appeal of this approach is that, in many cases, an approximate nearest neighbor is almost as good as the exact one. In particular, if the distance measure accurately captures the notion of user quality, then small differences in the distance should not matter.</p>
+</div>
+<div class="paragraph">
+<p>The ANN algorithm is able to solve multi-class classification tasks. The Apache Ignite implementation is a heuristic algorithm based upon searching of small limited size <strong>N</strong> of candidate points (internally it uses a distributed KMeans clustering algorithm to find centroids) that can vote for class labels like a KNN algorithm.</p>
+</div>
+<div class="paragraph">
+<p>The difference between KNN and ANN is that in the prediction phase, all training points are involved in searching k-nearest neighbors in the KNN algorithm, but in ANN this search starts only on a small subset of candidates points.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+if <strong>N</strong> is set to the size of the training set, the ANN reduces to KNN with enormous time spent in the training phase. So, instead, choose <strong>N</strong> comparable with <strong>k</strong> (e.g. 10 x k, 100 x k, and so on).
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>ANN classification output represents a class membership. An object is classified by the majority votes of its neighbors. The object is assigned to a particular class that is most common among its <strong>k</strong> nearest neighbors. <strong>k</strong> is a positive integer, typically small. There is a special case when <strong>k</strong> is 1, then the object is simply assigned to the class of that single nearest neighbor.
+At present, Ignite supports the following parameters for the ANN classification algorithm:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>k - the number of nearest neighbors.</p>
+</li>
+<li>
+<p>distanceMeasure - one of the distance metrics provided by the Machine Learning (ML) framework, such as Euclidean, Hamming or Manhattan.</p>
+</li>
+<li>
+<p>isWeighted - false by default, if true it enables a weighted KNN algorithm.</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">NNClassificationModel</span> <span class="n">knnMdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+<span class="o">...</span>
+<span class="o">).</span><span class="na">withK</span><span class="o">(</span><span class="mi">5</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withDistanceMeasure</span><span class="o">(</span><span class="k">new</span> <span class="nc">EuclideanDistance</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withWeighted</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span>
+
+
+<span class="c1">// Make a prediction.</span>
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">knnMdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The trainer of the ANN model uses KMeans to calculate the candidate subset and this is the reason that it has the same parameters as the KMeans algorithm to tune its hyperparameters. It builds not only the set of candidates but also their class-label distributions to vote for the class label during the prediction phase.</p>
+</div>
+<div class="paragraph">
+<p>At present, Ignite supports the following parameters for the ANNClassificationTrainer:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>k - the number of possible clusters.</p>
+</li>
+<li>
+<p>maxIterations - one stop criteria (the other one is epsilon).</p>
+</li>
+<li>
+<p>epsilon - delta of convergence (delta between old and new centroid values).</p>
+</li>
+<li>
+<p>distance - one of the distance metrics provided by the ML framework, such as Euclidean, Hamming or Manhattan.</p>
+</li>
+<li>
+<p>seed - one of initialization parameters which helps to reproduce models (trainer has a random initialization step to get the first centroids).</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Set up the trainer</span>
+<span class="nc">ANNClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ANNClassificationTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withDistance</span><span class="o">(</span><span class="k">new</span> <span class="nc">ManhattanDistance</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withK</span><span class="o">(</span><span class="mi">50</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMaxIterations</span><span class="o">(</span><span class="mi">1000</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withSeed</span><span class="o">(</span><span class="mi">1234L</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withEpsilon</span><span class="o">(</span><span class="mi">1</span><span class="n">e</span><span class="o">-</span><span class="mi">2</span><span class="o">);</span>
+
+<span class="c1">// Build the model</span>
+<span class="nc">NNClassificationModel</span> <span class="n">knnMdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">).</span><span class="na">withK</span><span class="o">(</span><span class="mi">5</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withDistanceMeasure</span><span class="o">(</span><span class="k">new</span> <span class="nc">EuclideanDistance</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withWeighted</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how ANNClassificationModel can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/knn/ANNClassificationExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution. The training dataset is the Iris dataset that can be loaded from the <a href="https://archive.ics.uci.edu/ml/datasets/iris">UCI Machine Learning Repository</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
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diff --git a/docs/2.9.0/machine-learning/binary-classification/decision-trees.html b/docs/2.9.0/machine-learning/binary-classification/decision-trees.html
new file mode 100644
index 0000000..383f5e0
--- /dev/null
+++ b/docs/2.9.0/machine-learning/binary-classification/decision-trees.html
@@ -0,0 +1,2517 @@
+<!DOCTYPE html>
+
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+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class='active'>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/binary-classification/decision-trees.adoc" target="_blank">Edit</a>
+
+ <h1>Decision Trees</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Decision trees and their ensembles are popular methods for the machine learning tasks of classification and regression. Decision trees are widely used since they are easy to interpret, handle categorical features, extend to the multiclass classification setting, do not require feature scaling, and are able to capture non-linearities and feature interactions. Tree ensemble algorithms such as random forests and boosting are among the top performers for classification and regression tasks.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Decision trees are a simple yet powerful model in supervised machine learning. The main idea is to split a feature space into regions such as that the value in each region varies a little. The measure of the values' variation in a region is called the impurity of the region.</p>
+</div>
+<div class="paragraph">
+<p>Apache Ignite provides an implementation of the algorithm optimized for data stored in rows (see <a href="/docs/2.9.0/machine-learning/partition-based-dataset">Partition Based Dataset</a>).</p>
+</div>
+<div class="paragraph">
+<p>Splits are done recursively and every region created from a split can be split further. Therefore, the whole process can be described by a binary tree, where each node is a particular region and its children are the regions derived from it by another split.</p>
+</div>
+<div class="paragraph">
+<p>Let each sample from a training set belong to some space <code>S</code> and let <code>p_i</code> be a projection on a feature with index <code>i</code>, then a split by continuous feature with index <code>i</code> has the form:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/555.gif" alt="555">
+</div>
+</div>
+<div class="paragraph">
+<p>and a split by categorical feature with values from some set <code>X</code> has the form:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/666.gif" alt="666">
+</div>
+</div>
+<div class="paragraph">
+<p>Here <code>X_0</code> is a subset of <code>X</code>.</p>
+</div>
+<div class="paragraph">
+<p>The model works this way - the split process stops when either the algorithm has reached the configured maximal depth, or splitting of any region has not resulted in significant impurity loss. Prediction of a value for point <code>s</code> from <code>S</code> is a traversal of the tree down to the node that corresponds to the region containing <code>s</code> and getting back a value associated with this leaf.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The Model in a decision tree classification is represented by the class <code>DecisionTreeNode</code>. We can make a prediction for a given vector of features in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DecisionTreeNode</span> <span class="n">mdl</span> <span class="o">=</span> <span class="o">...;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">apply</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The model is a fully independent object and after the training it can be saved, serialized and restored.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>A Decision Tree algorithm can be used for classification and regression depending upon the impurity measure and node instantiation approach.</p>
+</div>
+<div class="sect2">
+<h3 id="classification">Classification</h3>
+<div class="paragraph">
+<p>The Classification Decision Tree uses the <a href="https://en.wikipedia.org/wiki/Decision_tree_learning#Gini_impurity">Gini</a> impurity measure and you can use it in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create decision tree classification trainer.</span>
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">(</span>
+ <span class="mi">4</span><span class="o">,</span> <span class="c1">// Max deep.</span>
+ <span class="mi">0</span> <span class="c1">// Min impurity decrease.</span>
+<span class="o">);</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">DecisionTreeNode</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="examples">Examples</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how the Decision Tree can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tree/DecisionTreeClassificationTrainerExample.java">classification example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
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+<li><a href="#overview">Overview</a></li>
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+<li><a href="#trainer">Trainer</a>
+<ul class="sectlevel2">
+<li><a href="#classification">Classification</a></li>
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diff --git a/docs/2.9.0/machine-learning/binary-classification/introduction.html b/docs/2.9.0/machine-learning/binary-classification/introduction.html
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class='active'>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
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+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+
+ <h1>Introduction</h1>
+
+ <div class="paragraph">
+<p>In machine learning and statistics, classification is the problem of identifying to which of a set of categories (sub-populations) a new observation belongs, on the basis of a training set of data containing observations (or instances) whose category membership is known.</p>
+</div>
+<div class="paragraph">
+<p>All existing training algorithms presented in this section are designed to solve binary classification tasks:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Linear SVM (Support Vector Machines)</p>
+</li>
+<li>
+<p>Decision Trees</p>
+</li>
+<li>
+<p>Multilayer perceptron</p>
+</li>
+<li>
+<p>Logistic Regression</p>
+</li>
+<li>
+<p>k-NN Classification</p>
+</li>
+<li>
+<p>ANN (Approximate Nearest Neighbor)</p>
+</li>
+<li>
+<p>Naive Bayes</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Binary or binomial classification is the task of classifying the elements of a given set into two groups (predicting which group each one belongs to) on the basis of a classification rule.</p>
+</div>
+ <div class="toc">
+
+
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diff --git a/docs/2.9.0/machine-learning/binary-classification/knn-classification.html b/docs/2.9.0/machine-learning/binary-classification/knn-classification.html
new file mode 100644
index 0000000..eff5512
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+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class='active'>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/binary-classification/knn-classification.adoc" target="_blank">Edit</a>
+
+ <h1>k-NN Classification</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>The Apache Ignite Machine Learning component provides two versions of the widely used k-NN (k-nearest neighbors) algorithm - one for classification tasks and the other for regression tasks.</p>
+</div>
+<div class="paragraph">
+<p>This documentation reviews k-NN as a solution for classification tasks.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer-and-model">Trainer and Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The k-NN algorithm is a non-parametric method whose input consists of the k-closest training examples in the feature space.</p>
+</div>
+<div class="paragraph">
+<p>Also, k-NN classification’s output represents a class membership. An object is classified by the majority votes of its neighbors. The object is assigned to a particular class that is most common among its k nearest neighbors. <code>k</code> is a positive integer, typically small. There is a special case when <code>k</code> is <code>1</code>, then the object is simply assigned to the class of that single nearest neighbor.</p>
+</div>
+<div class="paragraph">
+<p>Presently, Ignite supports a few parameters for k-NN classification algorithm:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>k</code> - a number of nearest neighbors</p>
+</li>
+<li>
+<p><code>distanceMeasure</code> - one of the distance metrics provided by the ML framework such as Euclidean, Hamming or Manhattan.</p>
+</li>
+<li>
+<p><code>isWeighted</code> - false by default, if true it enables a weighted KNN algorithm.</p>
+</li>
+<li>
+<p><code>dataCache</code> - holds a training set of objects for which the class is already known.</p>
+</li>
+<li>
+<p><code>indexType</code> - distributed spatial index, has three values: ARRAY, KD_TREE, BALL_TREE.</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create trainer</span>
+<span class="nc">KNNClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">KNNClassificationTrainer</span><span class="o">();</span>
+
+<span class="c1">// Create trainer</span>
+<span class="nc">KNNClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">KNNClassificationTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withK</span><span class="o">(</span><span class="mi">3</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withIdxType</span><span class="o">(</span><span class="nc">SpatialIndexType</span><span class="o">.</span><span class="na">BALL_TREE</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withDistanceMeasure</span><span class="o">(</span><span class="k">new</span> <span class="nc">EuclideanDistance</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withWeighted</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">KNNClassificationModel</span> <span class="n">knnMdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span>
+
+<span class="c1">// Make a prediction.</span>
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">knnMdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how kNN Classification can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/knn/KNNClassificationExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+<div class="paragraph">
+<p>The training dataset is the Iris dataset which can be loaded from the <a href="https://archive.ics.uci.edu/ml/datasets/iris">UCI Machine Learning Repository</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#trainer-and-model">Trainer and Model</a></li>
+<li><a href="#example">Example</a></li>
+</ul>
+
+
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+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
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+ <li>
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+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
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+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class='active'>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
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+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
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+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
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+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
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+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
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+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
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+
+ <li>
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+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
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+
+ </nav>
+
+ </li>
+
+ <li>
+
+
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+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/binary-classification/linear-svm.adoc" target="_blank">Edit</a>
+
+ <h1>Linear SVM (Support Vector Machine)</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Support Vector Machines (SVMs) are supervised learning models with associated learning algorithms that analyze data used for classification and regression analysis.</p>
+</div>
+<div class="paragraph">
+<p>Given a set of training examples, each marked as belonging to one or the other of two categories, an SVM training algorithm builds a model that assigns new examples to one category or the other, making it a non-probabilistic binary linear classifier.</p>
+</div>
+<div class="paragraph">
+<p>Apache Ignite Machine Learning module only supports Linear SVM. For more information look at SVM in <a href="https://en.wikipedia.org/wiki/Support_vector_machine">Wikipedia</a>.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>A Model in the case of SVM is represented by the class <code>SVMLinearClassificationModel</code>. It enables a prediction to be made for a given vector of features, in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">SVMLinearClassificationModel</span> <span class="n">model</span> <span class="o">=</span> <span class="o">...;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Presently Ignite supports a few parameters for SVMLinearClassificationModel:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>isKeepingRawLabels</code> - controls the output label format: -1 and +1 for false value and raw distances from the separating hyperplane (default value: false)</p>
+</li>
+<li>
+<p><code>threshold</code> - a threshold to assign +1 label to the observation if the raw value is more than this threshold (default value: 0.0)</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">SVMLinearClassificationModel</span> <span class="n">model</span> <span class="o">=</span> <span class="o">...;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">model</span>
+ <span class="o">.</span><span class="na">withRawLabels</span><span class="o">(</span><span class="kc">true</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withThreshold</span><span class="o">(</span><span class="mi">5</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
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diff --git a/docs/2.9.0/machine-learning/binary-classification/logistic-regression.html b/docs/2.9.0/machine-learning/binary-classification/logistic-regression.html
new file mode 100644
index 0000000..b0ea08b
--- /dev/null
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+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class='active'>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/binary-classification/logistic-regression.adoc" target="_blank">Edit</a>
+
+ <h1>Logistic Regression</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Binary Logistic Regression is a special type of regression where a binary response variable is related to a set of explanatory variables, which can be discrete and/or continuous. The important point here to note is that in linear regression, the expected values of the response variable are modeled based on a combination of values taken by the predictors. In logistic regression Probability or Odds of the response taking a particular value is modeled based on the combination of values taken by the predictors. In the Apache Ignite ML module it is implemented via LogisticRegressionModel that solves the binary classification problem. It is a linear method with the loss function in the formulation given by the logistic loss:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/logistic-regression.png" alt="logistic regression">
+</div>
+</div>
+<div class="paragraph">
+<p>For binary classification problems, the algorithm outputs a binary logistic regression model. Given a new data point, denoted by x, the model makes predictions by applying the logistic function:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/logistic-regression2.png" alt="logistic regression2">
+</div>
+</div>
+<div class="paragraph">
+<p>By default, if <code>f(wTx)>0.5</code> or <code>\mathrm{f}(\wv^T x) > 0.5</code> (Tex formula), the outcome is positive, or negative otherwise. However, unlike linear SVMs, the raw output of the logistic regression model f(z) has a probabilistic interpretation (i.e., the probability that it is positive).</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The model is represented by the class <code>LogisticRegressionModel</code> and keeps the weight vector. It enables a prediction to be made for a given vector of features, in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">LogisticRegressionModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="err">…</span><span class="o">;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Ignite supports several parameters for LogisticRegressionModel:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>isKeepingRawLabels</code> - controls the output label format: 0 and 1 for false value and raw distances from the separating hyperplane otherwise (default value: false)</p>
+</li>
+<li>
+<p><code>threshold</code> - a threshold to assign label ‘1’ to the observation if the raw value is more than this threshold (default value: 0.5)</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">LogisticRegressionModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="err">…</span><span class="o">;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">withRawLabels</span><span class="o">(</span><span class="kc">true</span><span class="o">).</span><span class="na">withThreshold</span><span class="o">(</span><span class="mf">0.5</span><span class="o">).</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Trainer of the binary logistic regression model builds a MLP 1-level trainer under the hood.</p>
+</div>
+<div class="paragraph">
+<p>Ignite supports the following parameters for LogisticRegressionSGDTrainer:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>updatesStgy - update strategy</p>
+</li>
+<li>
+<p>maxIterations - max amount of iterations before convergence</p>
+</li>
+<li>
+<p>batchSize - the size of learning batch</p>
+</li>
+<li>
+<p>locIterations - the amount of local iterations of SGD algorithm</p>
+</li>
+<li>
+<p>seed - seed value for internal random purposes to reproduce training results</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Set up the trainer:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">LogisticRegressionSGDTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">LogisticRegressionSGDTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withUpdatesStgy</span><span class="o">(</span><span class="no">UPDATES_STRATEGY</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withAmountOfIterations</span><span class="o">(</span><span class="no">MAX_ITERATIONS</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withAmountOfLocIterations</span><span class="o">(</span><span class="no">BATCH_SIZE</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withBatchSize</span><span class="o">(</span><span class="no">LOC_ITERATIONS</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withSeed</span><span class="o">(</span><span class="no">SEED</span><span class="o">);</span>
+
+<span class="c1">// Build the model</span>
+<span class="nc">LogisticRegressionModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how <code>LogRegressionMultiClassModel</code> can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/regression/logistic/multiclass/LogRegressionMultiClassClassificationExample.java" target="_blank" rel="noopener">example</a>, available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
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diff --git a/docs/2.9.0/machine-learning/binary-classification/multilayer-perceptron.html b/docs/2.9.0/machine-learning/binary-classification/multilayer-perceptron.html
new file mode 100644
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+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class='active'>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/binary-classification/multilayer-perceptron.adoc" target="_blank">Edit</a>
+
+ <h1>Multilayer Perceptron</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Multiplayer Perceptron (MLP) is the basic form of neural network. It consists of one input layer and 0 or more transformation layers. Each transformation layer depends on the previous layer in the following way:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/333.gif" alt="333">
+</div>
+</div>
+<div class="paragraph">
+<p>In the above equation, the dot operator is the dot product of two vectors, functions denoted by <code>sigma</code> are called activators, vectors denoted by <code>w</code> are called weights, and vectors denoted by <code>b</code> are called biases. Each transformation layer has associated weights, activator, and optionally biases. The set of all weights and biases of MLP is the set of MLP parameters.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Model in case of neural network is represented by class <code>MultilayerPerceptron</code>. It allows you to make a prediction for a given vector of features in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">MultilayerPerceptron</span> <span class="n">mlp</span> <span class="o">=</span> <span class="o">...</span>
+
+<span class="nc">Matrix</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mlp</span><span class="o">.</span><span class="na">apply</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The model is a fully independent object and after the training it can be saved, serialized and restored.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>One of the popular ways for supervised model training is batch training. In this approach, training is done in iterations; during each iteration we extract a <code>subpart(batch)</code> of labeled data (data consisting of input of approximated function and corresponding values of this function which are often called 'ground truth') on which we train and update model parameters using this subpart. Updates are made to minimize loss function on batches.</p>
+</div>
+<div class="paragraph">
+<p>Apache Ignite <code>MLPTrainer</code> is used for distributed batch training, which works in a map-reduce way. Each iteration (let’s call it global iteration) consists of several parallel iterations which in turn consists of several local steps. Each local iteration is executed by its own worker and performs the specified number of local steps (called synchronization period) to compute its update of model parameters. Then all updates are accumulated on the node that started the training, and are transformed to global update which is sent back to all workers. This process continues until stop criteria is reached.</p>
+</div>
+<div class="paragraph">
+<p><code>MLPTrainer</code> can be parameterized by neural network architecture, loss function, update strategy (<code>SGD</code>, <code>RProp</code> or <code>Nesterov</code>), max number of iterations, batch size, number of local iterations and seed.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Define a layered architecture.</span>
+<span class="nc">MLPArchitecture</span> <span class="n">arch</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">MLPArchitecture</span><span class="o">(</span><span class="mi">2</span><span class="o">).</span>
+ <span class="n">withAddedLayer</span><span class="o">(</span><span class="mi">10</span><span class="o">,</span> <span class="kc">true</span><span class="o">,</span> <span class="nc">Activators</span><span class="o">.</span><span class="na">RELU</span><span class="o">).</span>
+ <span class="n">withAddedLayer</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="kc">false</span><span class="o">,</span> <span class="nc">Activators</span><span class="o">.</span><span class="na">SIGMOID</span><span class="o">);</span>
+
+<span class="c1">// Define a neural network trainer.</span>
+<span class="nc">MLPTrainer</span><span class="o"><</span><span class="nc">SimpleGDParameterUpdate</span><span class="o">></span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">MLPTrainer</span><span class="o"><>(</span>
+ <span class="n">arch</span><span class="o">,</span>
+ <span class="nc">LossFunctions</span><span class="o">.</span><span class="na">MSE</span><span class="o">,</span>
+ <span class="k">new</span> <span class="nc">UpdatesStrategy</span><span class="o"><>(</span>
+ <span class="k">new</span> <span class="nf">SimpleGDUpdateCalculator</span><span class="o">(</span><span class="mf">0.1</span><span class="o">),</span>
+ <span class="nl">SimpleGDParameterUpdate:</span><span class="o">:</span><span class="n">sumLocal</span><span class="o">,</span>
+ <span class="nl">SimpleGDParameterUpdate:</span><span class="o">:</span><span class="n">avg</span>
+ <span class="o">),</span>
+ <span class="mi">3000</span><span class="o">,</span> <span class="c1">// Max iterations.</span>
+ <span class="mi">4</span><span class="o">,</span> <span class="c1">// Batch size.</span>
+ <span class="mi">50</span><span class="o">,</span> <span class="c1">// Local iterations.</span>
+ <span class="mi">123L</span> <span class="c1">// Random seed.</span>
+<span class="o">);</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">MultilayerPerceptron</span> <span class="n">mlp</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how Deep Learning can be used in practice, try <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/nn/MLPTrainerExample.java" target="_blank" rel="noopener">this example</a>, available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#model">Model</a></li>
+<li><a href="#trainer">Trainer</a></li>
+<li><a href="#example">Example</a></li>
+</ul>
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diff --git a/docs/2.9.0/machine-learning/binary-classification/naive-bayes.html b/docs/2.9.0/machine-learning/binary-classification/naive-bayes.html
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+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
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+ >Enabling and Listenting to Events</a>
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+ <a href="/docs/2.9.0/events/events"
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+ >Queue and Set</a>
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+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
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+ <li>
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+ <a href="/docs/2.9.0/data-structures/countdownlatch"
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+ class=''
+ >CountDownLatch</a>
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+ <li>
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+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
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+ class=''
+ >Atomic Sequence</a>
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+ <li>
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+ <a href="/docs/2.9.0/data-structures/semaphore"
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+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
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+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
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+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
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+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/binary-classification/naive-bayes.adoc" target="_blank">Edit</a>
+
+ <h1>Naive Bayes</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Naive Bayes classifiers are a family of simple probabilistic classifiers based on applying Bayes' theorem with strong (naive) independence assumptions between the features.
+In all trainers, prior probabilities can be preset or calculated. Also, there is an option to use equal probabilities.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="gaussian-naive-bayes">Gaussian Naive Bayes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Gaussian Naive Bayes algorithm is based on <a href="https://en.wikipedia.org/wiki/Naive_Bayes_classifier#Gaussian_naive_Bayes" target="_blank" rel="noopener">this information</a>.</p>
+</div>
+<div class="paragraph">
+<p>When dealing with continuous data, a typical assumption is that the continuous values associated with each class are distributed according to a normal (or Gaussian) distribution</p>
+</div>
+<div class="paragraph">
+<p>The model predicts the result value y belongs to a class C_k, k in [0..K] as</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/naive-bayes.png" alt="naive bayes">
+</div>
+</div>
+<div class="paragraph">
+<p>Where</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/naive-bayes2.png" alt="naive bayes2">
+</div>
+</div>
+<div class="paragraph">
+<p>The model returns the number (index) of the most possible class.
+The trainer counts means and variances for each class.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">GaussianNaiveBayesTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">GaussianNaiveBayesTrainer</span><span class="o">();</span>
+
+<span class="nc">GaussianNaiveBayesModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The full example could be found <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/naivebayes/GaussianNaiveBayesTrainerExample.java">here</a>.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="discrete-bernoulli-naive-bayes">Discrete (Bernoulli) Naive Bayes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Naive Bayes algorithm over Bernoulli or multinomial distribution based on next <a href="https://en.wikipedia.org/wiki/Naive_Bayes_classifier#Multinomial_naive_Bayes">information</a>.</p>
+</div>
+<div class="paragraph">
+<p>It can be used for non-continuous features. The thresholds to convert a feature to a discrete value should be set to a trainer. If the features are binary, the discrete Bayes becomes Bernoulli.</p>
+</div>
+<div class="paragraph">
+<p>The model predicts the result value y belongs to a class C_k, k in [0..K] as</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/naive-bayes3.png" alt="naive bayes3">
+</div>
+</div>
+<div class="paragraph">
+<p>Where x_i is a discrete feature, p_ki is a prior probability of class p(C_k).</p>
+</div>
+<div class="paragraph">
+<p>The model returns the number (index) of the most possible class.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kt">double</span><span class="o">[][]</span> <span class="n">thresholds</span> <span class="o">=</span> <span class="k">new</span> <span class="kt">double</span><span class="o">[][]</span> <span class="o">{{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">}};</span>
+
+<span class="nc">DiscreteNaiveBayesTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DiscreteNaiveBayesTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">setBucketThresholds</span><span class="o">(</span><span class="n">thresholds</span><span class="o">);</span>
+
+ <span class="nc">DiscreteNaiveBayesModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The full example could be found <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/naivebayes/DiscreteNaiveBayesTrainerExample.java">here</a>.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="compound-naive-bayes">Compound Naive Bayes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Compound Naive Bayes is a composition of several Naive Bayes classifiers where each classifier represents subset of features of one type.</p>
+</div>
+<div class="paragraph">
+<p>The model contains both Gaussian and Discrete Bayes. A user can select which set of features will be trained on each model.</p>
+</div>
+<div class="paragraph">
+<p>The model returns the number (index) of the most possible class.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kt">double</span><span class="o">[]</span> <span class="n">priorProbabilities</span> <span class="o">=</span> <span class="k">new</span> <span class="kt">double</span><span class="o">[]</span> <span class="o">{.</span><span class="mi">5</span><span class="o">,</span> <span class="o">.</span><span class="mi">5</span><span class="o">};</span>
+
+<span class="kt">double</span><span class="o">[][]</span> <span class="n">thresholds</span> <span class="o">=</span> <span class="k">new</span> <span class="kt">double</span><span class="o">[][]</span> <span class="o">{{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">},</span> <span class="o">{.</span><span class="mi">5</span><span class="o">}};</span>
+
+<span class="nc">CompoundNaiveBayesTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">CompoundNaiveBayesTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withPriorProbabilities</span><span class="o">(</span><span class="n">priorProbabilities</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withGaussianNaiveBayesTrainer</span><span class="o">(</span><span class="k">new</span> <span class="nc">GaussianNaiveBayesTrainer</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withGaussianFeatureIdsToSkip</span><span class="o">(</span><span class="n">asList</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="mi">4</span><span class="o">,</span> <span class="mi">5</span><span class="o">,</span> <span class="mi">6</span><span class="o">,</span> <span class="mi">7</span><span class="o">))</span>
+ <span class="o">.</span><span class="na">withDiscreteNaiveBayesTrainer</span><span class="o">(</span><span class="k">new</span> <span class="nc">DiscreteNaiveBayesTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">setBucketThresholds</span><span class="o">(</span><span class="n">thresholds</span><span class="o">))</span>
+ <span class="o">.</span><span class="na">withDiscreteFeatureIdsToSkip</span><span class="o">(</span><span class="n">asList</span><span class="o">(</span><span class="mi">0</span><span class="o">,</span> <span class="mi">1</span><span class="o">,</span> <span class="mi">2</span><span class="o">));</span>
+
+ <span class="nc">CompoundNaiveBayesModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The full example could be found <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/naivebayes/CompoundNaiveBayesExample.java">here</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
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+<li><a href="#gaussian-naive-bayes">Gaussian Naive Bayes</a></li>
+<li><a href="#discrete-bernoulli-naive-bayes">Discrete (Bernoulli) Naive Bayes</a></li>
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class='active'>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/clustering/gaussian-mixture.adoc" target="_blank">Edit</a>
+
+ <h1>Gaussian mixture (GMM)</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>A Gaussian mixture model is a probabilistic model that assumes all the data points are generated from a mixture of a finite number of Gaussian distributions with unknown parameters.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+You could think of mixture models as generalizing k-means clustering to incorporate information about the covariance structure of the data as well as the centers of the latent Gaussians.
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>This algorithm represents a soft clustering model where each cluster is a Gaussian distribution with its own mean value and covariation matrix. Such a model can predict a cluster using the maximum likelihood principle.</p>
+</div>
+<div class="paragraph">
+<p>It defines the labels by the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">KMeansModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span>
+
+<span class="kt">double</span> <span class="n">clusterLabel</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">inputVector</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>GMM is a unsupervised learning algorithm. The GaussianMixture object implements the expectation-maximization (EM) algorithm for fitting mixture-of-Gaussian models. It can compute the Bayesian Information Criterion to assess the number of clusters in the data.</p>
+</div>
+<div class="paragraph">
+<p>Presently, Ignite ML supports a few parameters for the GMM classification algorithm:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>`maxCountOfClusters ` - the number of possible clusters</p>
+</li>
+<li>
+<p>`maxCountOfIterations ` - one stop criteria (the other one is epsilon)</p>
+</li>
+<li>
+<p><code>epsilon</code> - delta of convergence(delta between old and new centroid’s values)</p>
+</li>
+<li>
+<p><code>countOfComponents</code> - the number of components</p>
+</li>
+<li>
+<p><code>maxLikelihoodDivergence</code> - maximum divergence between maximum of likelihood of vector in dataset and other for anomalies identification</p>
+</li>
+<li>
+<p><code>minElementsForNewCluster</code> - minimum required anomalies in terms of maxLikelihoodDivergence for creating new cluster</p>
+</li>
+<li>
+<p><code>minClusterProbability</code> - minimum cluster probability</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Set up the trainer</span>
+<span class="nc">GmmTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">GmmTrainer</span><span class="o">(</span><span class="no">COUNT_OF_COMPONENTS</span><span class="o">);</span>
+
+<span class="c1">// Build the model</span>
+<span class="nc">GmmModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span>
+ <span class="o">.</span><span class="na">withMaxCountIterations</span><span class="o">(</span><span class="no">MAX_COUNT_ITERATIONS</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMaxCountOfClusters</span><span class="o">(</span><span class="no">MAX_AMOUNT_OF_CLUSTERS</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how GMM clustering can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/clustering/GmmClusterizationExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
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+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
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+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class='active'>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
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+
+ <h1>Introduction</h1>
+
+ <div class="paragraph">
+<p>The Apache Ignite Machine Learning module provides K-Means and GMM algorithms to group the unlabeled data into clusters.</p>
+</div>
+<div class="paragraph">
+<p>All existing training algorithms presented in this section are designed to solve unsupervised (clustering) tasks:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>K-Means Clustering</p>
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diff --git a/docs/2.9.0/machine-learning/clustering/k-means-clustering.html b/docs/2.9.0/machine-learning/clustering/k-means-clustering.html
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+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
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+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
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+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
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+
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+
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+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/clustering/k-means-clustering.adoc" target="_blank">Edit</a>
+
+ <h1>K-Means Clustering</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>K-means is one of the most commonly used clustering algorithms that clusters the data points into a predefined number of clusters.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>K-Means clustering aims to partition n observations into k clusters in which each observation belongs to the cluster with the nearest mean, serving as a prototype of the cluster.</p>
+</div>
+<div class="paragraph">
+<p>The model holds a vector of k centers and one of the distance metrics provided by the ML framework such as Euclidean, Hamming, Manhattan and etc.</p>
+</div>
+<div class="paragraph">
+<p>It creates the label as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">KMeansModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span>
+
+
+<span class="kt">double</span> <span class="n">clusterLabel</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">inputVector</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>KMeans is an unsupervised learning algorithm. It solves a clustering task which is the task of grouping a set of objects in such a way that objects in the same group (called a cluster) are more similar (in some sense) to each other than to those in other groups (clusters).</p>
+</div>
+<div class="paragraph">
+<p>KMeans is a parametrized iterative algorithm which calculates the new means to be the centroids of the observations in the clusters on each iteration.</p>
+</div>
+<div class="paragraph">
+<p>Presently, Ignite supports a few parameters for the KMeans classification algorithm:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>k</code> - a number of possible clusters</p>
+</li>
+<li>
+<p><code>maxIterations</code> - one stop criteria (the other one is epsilon)</p>
+</li>
+<li>
+<p><code>epsilon</code> - delta of convergence (delta between old and new centroid’s values)</p>
+</li>
+<li>
+<p><code>distance</code> - one of the distance metrics provided by the ML framework such as Euclidean, Hamming or Manhattan</p>
+</li>
+<li>
+<p><code>seed</code> - one of initialization parameters which helps to reproduce models (trainer has a random initialization step to get the first centroids)</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Set up the trainer</span>
+<span class="nc">KMeansTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">KMeansTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withDistance</span><span class="o">(</span><span class="k">new</span> <span class="nc">EuclideanDistance</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withK</span><span class="o">(</span><span class="no">AMOUNT_OF_CLUSTERS</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMaxIterations</span><span class="o">(</span><span class="no">MAX_ITERATIONS</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withEpsilon</span><span class="o">(</span><span class="no">PRECISION</span><span class="o">);</span>
+
+<span class="c1">// Build the model</span>
+<span class="nc">KMeansModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how K-Means clustering can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/clustering/KMeansClusterizationExample.java" target="_blank" rel="noopener">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+<div class="paragraph">
+<p>The training dataset is the subset of the Iris dataset (classes with labels 1 and 2, which are presented linear separable two-classes dataset) which can be loaded from the <a href="https://archive.ics.uci.edu/ml/datasets/iris">UCI Machine Learning Repository</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
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diff --git a/docs/2.9.0/machine-learning/ensemble-methods/bagging.html b/docs/2.9.0/machine-learning/ensemble-methods/bagging.html
new file mode 100644
index 0000000..ec5c7c1
--- /dev/null
+++ b/docs/2.9.0/machine-learning/ensemble-methods/bagging.html
@@ -0,0 +1,2476 @@
+<!DOCTYPE html>
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/ensemble-methods/bagging.adoc" target="_blank">Edit</a>
+
+ <h1>Bagging</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Bagging stands for bootstrap aggregation. One way to reduce the variance of an estimate is to average together multiple estimates. For example, we can train M different trees on different subsets of the data (chosen randomly with replacement) and compute the ensemble:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/bagging.png" alt="bagging">
+</div>
+</div>
+<div class="paragraph">
+<p>Bagging uses bootstrap sampling to obtain the data subsets for training the base learners. For aggregating the outputs of base learners, bagging uses voting for classification and averaging for regression.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Define the weak classifier.</span>
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="mi">0</span><span class="o">);</span>
+
+<span class="c1">// Set up the bagging process.</span>
+<span class="nc">BaggedTrainer</span><span class="o"><</span><span class="nc">Double</span><span class="o">></span> <span class="n">baggedTrainer</span> <span class="o">=</span> <span class="nc">TrainerTransformers</span><span class="o">.</span><span class="na">makeBagged</span><span class="o">(</span>
+ <span class="n">trainer</span><span class="o">,</span> <span class="c1">// Trainer for making bagged</span>
+ <span class="mi">10</span><span class="o">,</span> <span class="c1">// Size of ensemble</span>
+ <span class="mf">0.6</span><span class="o">,</span> <span class="c1">// Subsample ratio to whole dataset</span>
+ <span class="mi">4</span><span class="o">,</span> <span class="c1">// Feature vector dimensionality</span>
+ <span class="mi">3</span><span class="o">,</span> <span class="c1">// Feature subspace dimensionality</span>
+ <span class="k">new</span> <span class="nf">OnMajorityPredictionsAggregator</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withEnvironmentBuilder</span><span class="o">(</span><span class="nc">LearningEnvironmentBuilder</span>
+ <span class="o">.</span><span class="na">defaultBuilder</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withRNGSeed</span><span class="o">(</span><span class="mi">1</span><span class="o">)</span>
+ <span class="o">);</span>
+
+<span class="c1">// Train the Bagged Model.</span>
+<span class="nc">BaggedModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">baggedTrainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="admonitionblock tip">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Tip</div>
+</td>
+<td class="content">
+A commonly used class of ensemble algorithms are forests of randomized trees.
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The full example could be found as a part of the Titanic tutorial <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tutorial/Step_10_Bagging.java">here</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
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diff --git a/docs/2.9.0/machine-learning/ensemble-methods/gradient-boosting.html b/docs/2.9.0/machine-learning/ensemble-methods/gradient-boosting.html
new file mode 100644
index 0000000..17a4534
--- /dev/null
+++ b/docs/2.9.0/machine-learning/ensemble-methods/gradient-boosting.html
@@ -0,0 +1,2566 @@
+<!DOCTYPE html>
+
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+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class='active'>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
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+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/ensemble-methods/gradient-boosting.adoc" target="_blank">Edit</a>
+
+ <h1>Gradient Boosting</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>In machine learning, boosting is an ensemble meta-algorithm for primarily reducing bias, and also variance in supervised learning, and a family of machine learning algorithms that convert weak learners to strong ones.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<h3 id="question-posed-by-kearns-and-valiant-1988-1989" class="discrete">Question posed by Kearns and Valiant (1988, 1989)</h3>
+<div class="paragraph">
+<p>"Can a set of weak learners create a single strong learner?"</p>
+</div>
+<div class="literalblock">
+<div class="content">
+<pre>A weak learner is defined to be a classifier that is only slightly correlated with the true classification (it can label examples better than random guessing). In contrast, a strong learner is a classifier that is arbitrarily well-correlated with the true classification.</pre>
+</div>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Later, in 1990 it was demonstrated by Robert Schapire and led to the boosting technique development.</p>
+</div>
+<div class="paragraph">
+<p>The boosing is presented in Ignite ML library as a Gradient Boosting (the most popular boosting implementation).</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Gradient boosting is a machine learning technique that produces a prediction model in the form of an <a href="https://en.wikipedia.org/wiki/Ensemble_learning">ensemble</a> of weak prediction models. A gradient boosting algorithm tries to solve the minimization error problem on learning samples in a functional space where each function is a model. Each model in this composition tries to predict a gradient of error for points in a feature space and these predictions will be summed with some weight to model an answer. This algorithm may be used for regression and classification problems. For more information please see <a href="https://en.wikipedia.org/wiki/Gradient_boosting">Wikipedia</a>.</p>
+</div>
+<div class="paragraph">
+<p>In Ignite ML there is an implementation of a general GDB algorithm and GDB-on-trees algorithm. General GDB (GDBRegressionTrainer and GDBBinaryClassifierTrainer) allows any trainer for training each model in composition. GDB on trees uses some optimizations specific for trees, such as indexes, for avoiding sorting during the decision tree build phase.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Apache Ignite ML purposes all implementations of the GDB algorithm to use GDBModel, wrapping ModelsComposition for representing the composition of a few models. ModelsComposition implements a common Model interface and can be used as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">GDBModel</span> <span class="n">model</span> <span class="o">=</span> <span class="o">...;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>GDBModel uses WeightedPredictionsAggregator as the model answer reducer. This aggregator computes an answer of a meta-model, since “result = bias + p1*w1 + p2*w2 + …​” where</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>pi</code> - answer of i-th model.</p>
+</li>
+<li>
+<p><code>wi</code> - weight of model in composition.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>GDB uses the mean value of labels for the bias-parameter in the aggregator.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Training of GDB is represented by <code>GDBRegressionTrainer</code>, <code>GDBBinaryClassificationTrainer</code> and <code>GDBRegressionOnTreesTrainer</code>, <code>GDBBinaryClassificationOnTreesTrainer</code> for general GDB and GDB on trees respectively. All trainers have the following parameters:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>gradStepSize</code> - sets the constant weight of each model in composition; in future versions of Ignite ML this parameter may be computed dynamically.</p>
+</li>
+<li>
+<p><code>cntOfIterations</code> - sets the maximum of models in the composition after training.</p>
+</li>
+<li>
+<p><code>checkConvergenceFactory</code> - sets factory for construction of convergence checker used for preventing overfitting and learning of many useless models while training.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>For classifier trainers there is addition parameter:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>loss</code> - sets loss computer on some learning example from a training dataset.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>There are several factories for convergence checkers:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>ConvergenceCheckerStubFactory</code> creates a checker that always returns false for a convergence check. So in this case, model composition size will have cntOfIterations models.</p>
+</li>
+<li>
+<p><code>MeanAbsValueConvergenceCheckerFactory</code> creates a checker that compute a mean value of the absolute gradient values on each example from a dataset and returns true if this it is less than the used-defined threshold.</p>
+</li>
+<li>
+<p><code>MedianOfMedianConvergenceCheckerFactory</code> creates a checker that computes the median of median absolute gradient values on each data partition. This method is less sensitive for anomalies in the learning dataset, but GDB may converge longer.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Example of training:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Set up trainer</span>
+<span class="nc">GDBTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">GDBBinaryClassifierOnTreesTrainer</span><span class="o">(</span>
+ <span class="n">learningRate</span><span class="o">,</span> <span class="n">countOfIterations</span><span class="o">,</span> <span class="k">new</span> <span class="nc">LogLoss</span><span class="o">()</span>
+<span class="o">).</span><span class="na">withCheckConvergenceStgyFactory</span><span class="o">(</span><span class="k">new</span> <span class="nc">MedianOfMedianConvergenceCheckFactory</span><span class="o">(</span><span class="n">precision</span><span class="o">));</span>
+
+<span class="c1">// Build the model</span>
+<span class="nc">GDBModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how GDB Classifier can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tree/boosting/GDBOnTreesClassificationTrainerExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
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+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class='active'></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
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+ </nav>
+
+ </li>
+
+ <li>
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
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+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
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+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
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+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
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+ </nav>
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+ <li>
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+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
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+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
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+ </nav>
+
+ </li>
+
+ <li>
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
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+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
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+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
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+ <li>
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+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
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+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
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+
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+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
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+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
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+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
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+ class=''
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+ <a href="/docs/2.9.0/sql-reference/ddl"
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+ >Data Definition Language (DDL)</a>
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
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+ class=''
+ >Data Manipulation Language (DML)</a>
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+ <a href="/docs/2.9.0/sql-reference/transactions"
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+ <a href="/docs/2.9.0/sql-reference/operational-commands"
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+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
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+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
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+
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+ >Data and Time Functions</a>
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+
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+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
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+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
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+ >Data Types</a>
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+
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+
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+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/ensemble-methods/introduction.adoc" target="_blank">Edit</a>
+
+ <h1>Introduction</h1>
+
+ <div class="paragraph">
+<p>In statistics and machine learning, ensemble methods use multiple learning algorithms to obtain better predictive performance than could be obtained from any of the constituent learning algorithms alone. Typically, ML ensemble consists of only a concrete finite set of alternative models.</p>
+</div>
+<div class="paragraph">
+<p>Ensemble methods are meta-algorithms that combine several machine learning techniques into one predictive model in order to decrease variance (bagging), bias (boosting), or improve predictions (stacking).</p>
+</div>
+<div class="paragraph">
+<p>The most popular ensemble models are supported in Apache Ignite ML:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Stacking</p>
+</li>
+<li>
+<p>Boosting via GradientBoosting</p>
+</li>
+<li>
+<p>Bagging (Bootstrap aggregating) and RandomForest as a special case</p>
+</li>
+</ul>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
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diff --git a/docs/2.9.0/machine-learning/ensemble-methods/random-forest.html b/docs/2.9.0/machine-learning/ensemble-methods/random-forest.html
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+<!DOCTYPE html>
+
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+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class='active'>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/ensemble-methods/random-forest.adoc" target="_blank">Edit</a>
+
+ <h1>Random Forest</h1>
+
+ <div class="sect1">
+<h2 id="random-forest-in-apache-ignite">Random Forest in Apache Ignite</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Random forest is an ensemble learning method to solve any classification and regression problem. Random forest training builds a model composition (ensemble) of one type and uses some aggregation algorithm of several answers from models. Each model is trained on a part of the training dataset. The part is defined according to bagging and feature subspace methods. More information about these concepts may be found here: <a href="https://en.wikipedia.org/wiki/Random_forest" class="bare">https://en.wikipedia.org/wiki/Random_forest</a>, <a href="https://en.wikipedia.org/wiki/Bootstrap_aggregating" class="bare">https://en.wikipedia.org/wiki/Bootstrap_aggregating</a> and <a href="https://en.wikipedia.org/wiki/Random_subspace_method" class="bare">https://en.wikipedia.org/wiki/Random_subspace_method</a>.</p>
+</div>
+<div class="paragraph">
+<p>There are several implementations of aggregation algorithms in Apache Ignite ML:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>MeanValuePredictionsAggregator</code> - computes answer of a random forest as mean value of predictions from all models in the given composition. Often this is is used for regression tasks.</p>
+</li>
+<li>
+<p><code>OnMajorityPredictionsAggegator</code> - gets a mode of predictions from all models in the given composition. This can be useful for a classification task. NOTE: This aggregator supports multi-classification tasks.</p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The random forest algorithm is implemented in Ignite ML as a special case of a model composition with specific aggregators for different problems (<code>MeanValuePredictionsAggregator</code> for regression, <code>OnMajorityPredictionsAggegator</code> for classification).</p>
+</div>
+<div class="paragraph">
+<p>Here is an example of model usage:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">ModelsComposition</span> <span class="n">randomForest</span> <span class="o">=</span> <span class="err">…</span><span class="o">.</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">randomForest</span><span class="o">.</span><span class="na">apply</span><span class="o">(</span><span class="n">featuresVector</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The random forest training algorithm is implemented with RandomForestRegressionTrainer and RandomForestClassifierTrainer trainers with the following parameters:</p>
+</div>
+<div class="paragraph">
+<p><code>meta</code> - features meta, list of feature type description such as:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>featureId</code> - index in features vector.</p>
+</li>
+<li>
+<p><code>isCategoricalFeature</code> - flag having true value if a feature is categorical.</p>
+</li>
+<li>
+<p><code>featureName</code>.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>This meta-information is important for random forest training algorithms because it builds feature histograms and categorical features should be represented in histograms for all feature values:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>featuresCountSelectionStrgy</code> - sets strategy defining count of random features for learning one tree. There are several strategies: SQRT, LOG2, ALL and ONE_THIRD strategies implemented in the FeaturesCountSelectionStrategies class.</p>
+</li>
+<li>
+<p><code>maxDepth</code> - sets the maximum tree depth.</p>
+</li>
+<li>
+<p><code>minInpurityDelta</code> - a node in a decision tree is split into two nodes if the impurity values on these two nodes is less than the unspilt node’s minImpurityDecrease value.</p>
+</li>
+<li>
+<p><code>subSampleSize</code> - value lying in the [0; MAX_DOUBLE]-interval. This parameter defines the count of sample repetitions in uniformly sampling with replacement.</p>
+</li>
+<li>
+<p><code>seed</code> - seed value used in random generators.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Random forest training may be used as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">RandomForestClassifierTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">RandomForestClassifierTrainer</span><span class="o">(</span><span class="n">featuresMeta</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withCountOfTrees</span><span class="o">(</span><span class="mi">101</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withFeaturesCountSelectionStrgy</span><span class="o">(</span><span class="nc">FeaturesCountSelectionStrategies</span><span class="o">.</span><span class="na">ONE_THIRD</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMaxDepth</span><span class="o">(</span><span class="mi">4</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMinImpurityDelta</span><span class="o">(</span><span class="mi">0</span><span class="o">.)</span>
+ <span class="o">.</span><span class="na">withSubSampleSize</span><span class="o">(</span><span class="mf">0.3</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withSeed</span><span class="o">(</span><span class="mi">0</span><span class="o">);</span>
+
+<span class="nc">ModelsComposition</span> <span class="n">rfModel</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how Random Forest Classifier can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tree/randomforest/RandomForestClassificationExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution. In this example, a Wine recognition dataset was used. Description of this dataset and data are available from the <a href="https://archive.ics.uci.edu/ml/datasets/wine">UCI Machine Learning Repository</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
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+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
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+<li><a href="#random-forest-in-apache-ignite">Random Forest in Apache Ignite</a></li>
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+<li><a href="#trainer">Trainer</a></li>
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+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class='active'>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
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+ <li>
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+
+ class=''
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+
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+ <li>
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+ type='button'
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+
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+
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+
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+
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+ >Querying and Modifying Data</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
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+
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+
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+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/ensemble-methods/stacking.adoc" target="_blank">Edit</a>
+
+ <h1>Stacking</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Stacking (sometimes called stacked generalization) involves training a learning algorithm to combine the predictions of several other learning algorithms.</p>
+</div>
+<div class="paragraph">
+<p>First, all of the other algorithms are trained using the available data, then a combiner algorithm is trained to make a final prediction using all the predictions of the other algorithms as additional inputs. If an arbitrary combiner algorithm is used, then stacking can theoretically represent any of the widely known ensemble techniques, although, in practice, a logistic regression model is often used as the combiner like in the example below.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">(</span><span class="mi">5</span><span class="o">,</span> <span class="mi">0</span><span class="o">);</span>
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainer1</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">(</span><span class="mi">3</span><span class="o">,</span> <span class="mi">0</span><span class="o">);</span>
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainer2</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">(</span><span class="mi">4</span><span class="o">,</span> <span class="mi">0</span><span class="o">);</span>
+
+<span class="nc">LogisticRegressionSGDTrainer</span> <span class="n">aggregator</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">LogisticRegressionSGDTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withUpdatesStgy</span><span class="o">(</span><span class="k">new</span> <span class="nc">UpdatesStrategy</span><span class="o"><>(</span><span class="k">new</span> <span class="nc">SimpleGDUpdateCalculator</span><span class="o">(</span><span class="mf">0.2</span><span class="o">),</span>
+ <span class="nc">SimpleGDParameterUpdate</span><span class="o">.</span><span class="na">SUM_LOCAL</span><span class="o">,</span>
+ <span class="nc">SimpleGDParameterUpdate</span><span class="o">.</span><span class="na">AVG</span><span class="o">));</span>
+
+<span class="nc">StackedModel</span><span class="o"><</span><span class="nc">Vector</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Double</span><span class="o">,</span> <span class="nc">LogisticRegressionModel</span><span class="o">></span> <span class="n">mdl</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">StackedVectorDatasetTrainer</span><span class="o"><>(</span><span class="n">aggregator</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">addTrainerWithDoubleOutput</span><span class="o">(</span><span class="n">trainer</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">addTrainerWithDoubleOutput</span><span class="o">(</span><span class="n">trainer1</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">addTrainerWithDoubleOutput</span><span class="o">(</span><span class="n">trainer2</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+ <span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+The Evaluator works well with the StackedModel
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The full example could be found as a part of the Titanic tutorial <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tutorial/Step_9_Scaling_With_Stacking.java">here</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
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+<li><a href="#example">Example</a></li>
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+ // Replace inputSelector with a CSS selector
+ // matching your search input
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diff --git a/docs/2.9.0/machine-learning/importing-model/introduction.html b/docs/2.9.0/machine-learning/importing-model/introduction.html
new file mode 100644
index 0000000..8319323
--- /dev/null
+++ b/docs/2.9.0/machine-learning/importing-model/introduction.html
@@ -0,0 +1,2435 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
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+
+ class=''
+ >Installing DEB or RPM package</a>
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+ >Setting Up Ignite for Java</a>
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+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
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+ <h1>Introduction</h1>
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+ <div class="paragraph">
+<p>Apache Ignite since 2.8 supports importing Machine Learning models from external platforms including Apache Spark ML and XGBoost. By working with imported models, you can:</p>
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diff --git a/docs/2.9.0/machine-learning/importing-model/model-import-from-apache-spark.html b/docs/2.9.0/machine-learning/importing-model/model-import-from-apache-spark.html
new file mode 100644
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+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
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+
+ </li>
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+
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+
+ <li>
+
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+ <button
+ type='button'
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+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
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+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
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+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
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+ <li>
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+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
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+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
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+ type='button'
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+
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+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
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+
+ <li>
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+ type='button'
+ class='expanded parent '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class='active'>Import Model from Apache Spark</a></li>
+
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+
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+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
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+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
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+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
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+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
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+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
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+
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+
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+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
+ <li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/importing-model/model-import-from-apache-spark.adoc" target="_blank">Edit</a>
+
+ <h1>Import Model from Apache Spark</h1>
+
+ <div class="paragraph">
+<p>Starting with Ignite 2.8, it’s possible to import the following models of Apache Spark ML:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Logistic regression (<code>org.apache.spark.ml.classification.LogisticRegressionModel</code>)</p>
+</li>
+<li>
+<p>Linear regression (<code>org.apache.spark.ml.classification.LogisticRegressionModel</code>)</p>
+</li>
+<li>
+<p>Decision tree (<code>org.apache.spark.ml.classification.DecisionTreeClassificationModel</code>)</p>
+</li>
+<li>
+<p>Support Vector Machine (<code>org.apache.spark.ml.classification.LinearSVCModel</code>)</p>
+</li>
+<li>
+<p>Random forest (<code>org.apache.spark.ml.classification.RandomForestClassificationModel</code>)</p>
+</li>
+<li>
+<p>K-Means (<code>org.apache.spark.ml.clustering.KMeansModel</code>)</p>
+</li>
+<li>
+<p>Decision tree regression (<code>org.apache.spark.ml.regression.DecisionTreeRegressionModel</code>)</p>
+</li>
+<li>
+<p>Random forest regression (<code>org.apache.spark.ml.regression.RandomForestRegressionModel</code>)</p>
+</li>
+<li>
+<p>Gradient boosted trees regression (<code>org.apache.spark.ml.regression.GBTRegressionModel</code>)</p>
+</li>
+<li>
+<p>Gradient boosted trees (<code>org.apache.spark.ml.classification.GBTClassificationModel</code>)</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>This feature works with models saved in <em>snappy.parquet</em> files.</p>
+</div>
+<div class="paragraph">
+<p>Supported and tested Spark version: 2.3.0
+Possibly might work with next Spark versions: 2.1, 2.2, 2.3, 2.4</p>
+</div>
+<div class="paragraph">
+<p>To get the model from Spark ML you should save the model built as a result of training in Spark ML to the parquet file like in example below:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="scala"><span class="k">val</span> <span class="nv">spark</span><span class="k">:</span> <span class="kt">SparkSession</span> <span class="o">=</span> <span class="nv">TitanicUtils</span><span class="o">.</span><span class="py">getSparkSession</span>
+
+<span class="k">val</span> <span class="nv">passengers</span> <span class="k">=</span> <span class="nv">TitanicUtils</span><span class="o">.</span><span class="py">readPassengersWithCasting</span><span class="o">(</span><span class="n">spark</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">select</span><span class="o">(</span><span class="s">"survived"</span><span class="o">,</span> <span class="s">"pclass"</span><span class="o">,</span> <span class="s">"sibsp"</span><span class="o">,</span> <span class="s">"parch"</span><span class="o">,</span> <span class="s">"sex"</span><span class="o">,</span> <span class="s">"embarked"</span><span class="o">,</span> <span class="s">"age"</span><span class="o">)</span>
+
+<span class="c1">// Step - 1: Make Vectors from dataframe's columns using special VectorAssmebler</span>
+<span class="k">val</span> <span class="nv">assembler</span> <span class="k">=</span> <span class="k">new</span> <span class="nc">VectorAssembler</span><span class="o">()</span>
+ <span class="o">.</span><span class="py">setInputCols</span><span class="o">(</span><span class="nc">Array</span><span class="o">(</span><span class="s">"pclass"</span><span class="o">,</span> <span class="s">"sibsp"</span><span class="o">,</span> <span class="s">"parch"</span><span class="o">,</span> <span class="s">"survived"</span><span class="o">))</span>
+ <span class="o">.</span><span class="py">setOutputCol</span><span class="o">(</span><span class="s">"features"</span><span class="o">)</span>
+
+<span class="c1">// Step - 2: Transform dataframe to vectorized dataframe with dropping rows</span>
+<span class="k">val</span> <span class="nv">output</span> <span class="k">=</span> <span class="nv">assembler</span><span class="o">.</span><span class="py">transform</span><span class="o">(</span>
+ <span class="nv">passengers</span><span class="o">.</span><span class="py">na</span><span class="o">.</span><span class="py">drop</span><span class="o">(</span><span class="nc">Array</span><span class="o">(</span><span class="s">"pclass"</span><span class="o">,</span> <span class="s">"sibsp"</span><span class="o">,</span> <span class="s">"parch"</span><span class="o">,</span> <span class="s">"survived"</span><span class="o">,</span> <span class="s">"age"</span><span class="o">))</span>
+<span class="o">).</span><span class="py">select</span><span class="o">(</span><span class="s">"features"</span><span class="o">,</span> <span class="s">"age"</span><span class="o">)</span>
+
+
+<span class="k">val</span> <span class="nv">lr</span> <span class="k">=</span> <span class="k">new</span> <span class="nc">LinearRegression</span><span class="o">()</span>
+ <span class="o">.</span><span class="py">setMaxIter</span><span class="o">(</span><span class="mi">100</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">setRegParam</span><span class="o">(</span><span class="mf">0.1</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">setElasticNetParam</span><span class="o">(</span><span class="mf">0.1</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">setLabelCol</span><span class="o">(</span><span class="s">"age"</span><span class="o">)</span>
+ <span class="o">.</span><span class="py">setFeaturesCol</span><span class="o">(</span><span class="s">"features"</span><span class="o">)</span>
+
+<span class="c1">// Fit the model</span>
+<span class="k">val</span> <span class="nv">model</span> <span class="k">=</span> <span class="nv">lr</span><span class="o">.</span><span class="py">fit</span><span class="o">(</span><span class="n">output</span><span class="o">)</span>
+<span class="nv">model</span><span class="o">.</span><span class="py">write</span><span class="o">.</span><span class="py">overwrite</span><span class="o">().</span><span class="py">save</span><span class="o">(</span><span class="s">"/home/models/titanic/linreg"</span><span class="o">)</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>To load in Ignite ML you should use SparkModelParser class via method parse() call</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DecisionTreeNode</span> <span class="n">mdl</span> <span class="o">=</span> <span class="o">(</span><span class="nc">DecisionTreeNode</span><span class="o">)</span><span class="nc">SparkModelParser</span><span class="o">.</span><span class="na">parse</span><span class="o">(</span>
+ <span class="no">SPARK_MDL_PATH</span><span class="o">,</span>
+ <span class="nc">SupportedSparkModels</span><span class="o">.</span><span class="na">DECISION_TREE</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>You can see more examples of using this API in the examples module in the package: <code>org.apache.ignite.examples.ml.inference.spark.modelparser</code></p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+It does not support loading from PipelineModel in Spark.
+It does not support intermediate feature transformers from Spark due to different nature of preprocessing on Ignite and Spark side.
+</td>
+</tr>
+</table>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
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diff --git a/docs/2.9.0/machine-learning/importing-model/model-import-from-gxboost.html b/docs/2.9.0/machine-learning/importing-model/model-import-from-gxboost.html
new file mode 100644
index 0000000..ebf060a
--- /dev/null
+++ b/docs/2.9.0/machine-learning/importing-model/model-import-from-gxboost.html
@@ -0,0 +1,2432 @@
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class='active'>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
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+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
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+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
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+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/importing-model/model-import-from-gxboost.adoc" target="_blank">Edit</a>
+
+ <h1>Import Model from XGBoost</h1>
+
+ <div class="paragraph">
+<p>Using Apache Ignite you can import pre-trained models from XGBoost. The models are translated into Apache Ignite ML models. Apache Ignite ML also provides the ability to import pre-trained XGBoost models for local or distributed inference.</p>
+</div>
+<div class="paragraph">
+<p>The difference between translating the model into an Apache Ignite ML model and performing distributed inference is in the parser implementation. This example shows how you can import a model from XGBoost and translate it to an Apache Ignite ML model for distributed inference:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">File</span> <span class="n">mdlRsrc</span> <span class="o">=</span> <span class="nc">IgniteUtils</span><span class="o">.</span><span class="na">resolveIgnitePath</span><span class="o">(</span><span class="no">TEST_MODEL_RES</span><span class="o">);</span>
+
+<span class="nc">ModelReader</span> <span class="n">reader</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">FileSystemModelReader</span><span class="o">(</span><span class="n">mdlRsrc</span><span class="o">.</span><span class="na">getPath</span><span class="o">());</span>
+
+<span class="nc">XGModelParser</span> <span class="n">parser</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">XGModelParser</span><span class="o">();</span>
+
+<span class="nc">AsyncModelBuilder</span> <span class="n">mdlBuilder</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteDistributedModelBuilder</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="mi">4</span><span class="o">,</span> <span class="mi">4</span><span class="o">);</span>
+
+<span class="nc">Model</span><span class="o"><</span><span class="nc">NamedVector</span><span class="o">,</span> <span class="nc">Future</span><span class="o"><</span><span class="nc">Double</span><span class="o">>></span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">mdlBuilder</span><span class="o">.</span><span class="na">build</span><span class="o">(</span><span class="n">reader</span><span class="o">,</span> <span class="n">parser</span><span class="o">);</span></code></pre>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
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+ // Replace inputSelector with a CSS selector
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+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
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+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
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diff --git a/docs/2.9.0/machine-learning/machine-learning.html b/docs/2.9.0/machine-learning/machine-learning.html
new file mode 100644
index 0000000..4d00051
--- /dev/null
+++ b/docs/2.9.0/machine-learning/machine-learning.html
@@ -0,0 +1,2622 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
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+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
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+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
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+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
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+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
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+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
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+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+
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+
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+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
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+
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+ </nav>
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+ </li>
+
+ <li>
+
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+
+
+
+
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+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
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+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
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+
+
+
+ </nav>
+
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+
+ <li>
+
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+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
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+
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+
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+
+
+
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+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
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+ </nav>
+
+ </li>
+
+ <li>
+
+
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+
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+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
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+
+ </nav>
+
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+
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+
+
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+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class='active'
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
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+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
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+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
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+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
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+
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+ >ODBC Driver</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
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+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
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+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
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+
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+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
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+
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+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
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+ >Overview</a>
+
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+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
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+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
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+ >SQL Conformance</a>
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
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+
+ <a href="/docs/2.9.0/sql-reference/dml"
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+ class=''
+ >Data Manipulation Language (DML)</a>
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+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
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+ >Operational Commands</a>
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
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+
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+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
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+
+ </nav>
+
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+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/machine-learning.adoc" target="_blank">Edit</a>
+
+ <h1>Machine Learning</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Apache Ignite Machine Learning (ML) is a set of simple, scalable and efficient tools that allow the building of predictive Machine Learning models without costly data transfers.</p>
+</div>
+<div class="paragraph">
+<p>The rationale for adding machine and deep learning (DL) to Apache Ignite is quite simple. Today’s data scientists have to deal with two major factors that keep ML from mainstream adoption:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>First, the models are trained and deployed (after the training is over) in different systems. The data scientists have to wait for ETL or some other data transfer process to move the data into a system like Apache Mahout or Apache Spark for a training purpose. Then they have to wait while this process completes and redeploy the models in a production environment. The whole process can take hours moving terabytes of data from one system to another. Moreover, the training part usually happens over the old data set.</p>
+</li>
+<li>
+<p>The second factor is related to scalability. ML and DL algorithms that have to process data sets which no longer fit within a single server unit are constantly growing. This urges the data scientist to come up with sophisticated solutions o​r turn to distributed computing platforms such as Apache Spark and TensorFlow. However, those platforms mostly solve only a part of the puzzle which is the model training, making it a burden of the developers to decide how do deploy the models in production later.</p>
+</li>
+</ul>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/machine_learning.png" alt="machine learning">
+</div>
+</div>
+<div class="sect2">
+<h3 id="zero-etl-and-massive-scalability">Zero ETL and Massive Scalability</h3>
+<div class="paragraph">
+<p>Ignite Machine Learning relies on Ignite’s memory-centric storage that brings massive scalability for ML and DL tasks and eliminates the wait imposed by ETL between the different systems. For instance, it allows users to run ML/DL training and inference directly on data stored across memory and disk in an Ignite cluster. Next, Ignite provides a host of ML and DL algorithms that are optimized for Ignite’s collocated distributed processing. These implementations deliver in-memory speed and unlimited horizontal scalability when running in place against massive data sets or incrementally against incoming data streams, without requiring the data to be moved into another store. By eliminating the data movement and the long processing wait times, Ignite Machine learning enables continuous learning that can improve decisions based on the latest data as it arrives in real-time.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="fault-tolerance-and-continuous-learning">Fault Tolerance and Continuous Learning</h3>
+<div class="paragraph">
+<p>Apache Ignite Machine Learning is tolerant to node failures. This means that in the case of node failures during the learning process, all recovery procedures will be transparent to the user, learning processes won’t be interrupted, and we will get results in the time similar to the case when all nodes work fine. For more information please see <a href="/docs/2.9.0/machine-learning/partition-based-dataset">Partition Based Dataset</a>.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="algorithms-and-applicability">Algorithms and Applicability</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="classification">Classification</h3>
+<div class="paragraph">
+<p>Identifying to which category a new observation belongs, on the basis of a training set.</p>
+</div>
+<div class="paragraph">
+<p><strong>Applicability:</strong> spam detection, image recognition, credit scoring, disease identification.</p>
+</div>
+<div class="paragraph">
+<p><strong>Algorithms:</strong> <a href="/docs/2.9.0/machine-learning/binary-classification/logistic-regression">Logistic Regression</a>, <a href="/docs/2.9.0/machine-learning/binary-classification/linear-svm">Linear SVM (Support Vector Machine)</a>, <a href="/docs/2.9.0/machine-learning/binary-classification/knn-classification">k-NN Classification</a>, <a href="/docs/2.9.0/machine-learning/binary-classification/naive-bayes">Naive Bayes</a>, <a href="/docs/2.9.0/machine-learning/binary-classification/decision-trees">Decision Trees</a>, <a href="/docs/2.9.0/machine-learning/binary-classification/random-forest">Random Forest</a>, <a href="/docs/2.9.0/machine-learning/binary-classification/multilayer-perceptron">Multilayer perceptron</a>, <a href="/docs/2.9.0/machine-learning/ensemble-methods/gradient-boosting">Gradient Boosting</a>, <a href="/docs/2.9.0/machine-learning/binary-classification/ann">ANN (Approximate Nearest Neighbor)</a>.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="regression">Regression</h3>
+<div class="paragraph">
+<p>Modeling the relationship between a scalar dependent variable (y) and one or more explanatory variables or independent variables (x).</p>
+</div>
+<div class="paragraph">
+<p><strong>Applicability:</strong> drug response, stock prices, supermarket revenue.</p>
+</div>
+<div class="paragraph">
+<p><strong>Algorithms:</strong> Linear Regression, Decision Trees Regression, k-NN Regression.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="clustering">Clustering</h3>
+<div class="paragraph">
+<p>Grouping a set of objects in such a way that objects in the same group (called a cluster) are more similar (in some sense) to each other than to those in other groups (clusters).</p>
+</div>
+<div class="paragraph">
+<p><strong>Applicability:</strong> customer segmentation, grouping experiment outcomes, grouping of shopping items.</p>
+</div>
+<div class="paragraph">
+<p><strong>Algorithms:</strong> K-Means Clustering, Gaussian mixture (GMM).</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="recommendation">Recommendation</h3>
+<div class="paragraph">
+<p>Building a recommendation system, which is a subclass of information filtering systems that seeks to predict the "rating" or "preference" a user would give to an item.</p>
+</div>
+<div class="paragraph">
+<p><strong>Applicability:</strong> playlist generators for video and music services, product recommenders for services</p>
+</div>
+<div class="paragraph">
+<p><strong>Algorithms:</strong> <a href="/docs/2.9.0/machine-learning/recommendation-systems">Matrix Factorization</a>.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="preprocessing">Preprocessing</h3>
+<div class="paragraph">
+<p>Feature extraction and normalization.</p>
+</div>
+<div class="paragraph">
+<p><strong>Applicability:</strong> transform input data such as text for use with machine learning algorithms, to extract features we need to fit on, to normalize input data.</p>
+</div>
+<div class="paragraph">
+<p><strong>Algorithms:</strong> Apache Ignite ML supports custom preprocessing using partition based dataset capabilities and has default <a href="/docs/2.9.0/machine-learning/preprocessing">preprocessors</a> such as normalization preprocessor, one-hot-encoder, min-max scaler and so on.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="getting-started">Getting Started</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The fastest way to get started with the Machine Learning is to build and run existing examples, study their output and keep coding. The ML examples are located in the <a href="https://github.com/apache/ignite/tree/master/examples/src/main/java/org/apache/ignite/examples/ml">examples</a> folder of every Apache Ignite distribution.</p>
+</div>
+<div class="paragraph">
+<p>Follow the steps below to try out the examples:</p>
+</div>
+<div class="olist arabic">
+<ol class="arabic">
+<li>
+<p>Download Apache Ignite version 2.8 or later.</p>
+</li>
+<li>
+<p>Open the <code>examples</code> project in an IDE, such as IntelliJ IDEA or Eclipse.</p>
+</li>
+<li>
+<p>Go to the <code>src/main/java/org/apache/ignite/examples/ml</code> folder in the IDE and run an ML example.</p>
+</li>
+</ol>
+</div>
+<div class="paragraph">
+<p>The examples do not require any special configuration. All ML examples will launch, run and stop successfully without any user intervention and provide meaningful output on the console. Additionally, the Tracer API example will launch a web browser and generate HTML output.</p>
+</div>
+<div class="sect2">
+<h3 id="get-it-with-maven">Get it With Maven</h3>
+<div class="paragraph">
+<p>Add the Maven dependency below to your project in order to include the ML functionality provided by Ignite:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="xml"><span class="nt"><dependency></span>
+ <span class="nt"><groupId></span>org.apache.ignite<span class="nt"></groupId></span>
+ <span class="nt"><artifactId></span>ignite-ml<span class="nt"></artifactId></span>
+ <span class="nt"><version></span>${ignite.version}<span class="nt"></version></span>
+<span class="nt"></dependency></span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Replace <code>${ignite-version}</code> with an actual Ignite version.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="build-from-sources">Build From Sources</h3>
+<div class="paragraph">
+<p>The latest Apache Ignite Machine Learning jar is always uploaded to the Maven repository. If you need to take the jar and deploy it in a custom environment, then it can be either downloaded from Maven or built from scratch. To build the Machine Learning component from sources:</p>
+</div>
+<div class="olist arabic">
+<ol class="arabic">
+<li>
+<p>Download the latest Apache Ignite source release.</p>
+</li>
+<li>
+<p>Clean the local Maven repository (this is to ensure that older Maven builds don’t impact the build).</p>
+</li>
+<li>
+<p>Build and install Apache Ignite from the project’s root directory:</p>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell">mvn clean <span class="nb">install</span> <span class="nt">-DskipTests</span> <span class="nt">-Dmaven</span>.javadoc.skip<span class="o">=</span><span class="nb">true</span></code></pre>
+</div>
+</div>
+</li>
+<li>
+<p>Locate the Machine Learning jar in your local Maven repository under the path <code>{user_dir}/.m2/repository/org/apache/ignite/ignite-ml/{ignite-version}/ignite-ml-{ignite-version}.jar</code>.</p>
+</li>
+<li>
+<p>If you want to build ML or DL examples from sources, execute the following commands:</p>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="shell"><span class="nb">cd </span>examples
+mvn clean package <span class="nt">-DskipTests</span></code></pre>
+</div>
+</div>
+</li>
+</ol>
+</div>
+<div class="paragraph">
+<p>If needed, refer to <code>DEVNOTES.txt</code> in the project’s root folder and the <code>README</code> files in the <code>ignite-ml</code> component for more details.</p>
+</div>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#overview">Overview</a>
+<ul class="sectlevel2">
+<li><a href="#zero-etl-and-massive-scalability">Zero ETL and Massive Scalability</a></li>
+<li><a href="#fault-tolerance-and-continuous-learning">Fault Tolerance and Continuous Learning</a></li>
+</ul>
+</li>
+<li><a href="#algorithms-and-applicability">Algorithms and Applicability</a>
+<ul class="sectlevel2">
+<li><a href="#classification">Classification</a></li>
+<li><a href="#regression">Regression</a></li>
+<li><a href="#clustering">Clustering</a></li>
+<li><a href="#recommendation">Recommendation</a></li>
+<li><a href="#preprocessing">Preprocessing</a></li>
+</ul>
+</li>
+<li><a href="#getting-started">Getting Started</a>
+<ul class="sectlevel2">
+<li><a href="#get-it-with-maven">Get it With Maven</a></li>
+<li><a href="#build-from-sources">Build From Sources</a></li>
+</ul>
+</li>
+</ul>
+
+
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diff --git a/docs/2.9.0/machine-learning/model-selection/cross-validation.html b/docs/2.9.0/machine-learning/model-selection/cross-validation.html
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+++ b/docs/2.9.0/machine-learning/model-selection/cross-validation.html
@@ -0,0 +1,2517 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
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+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/model-selection/cross-validation.adoc" target="_blank">Edit</a>
+
+ <h1>Cross-Validation</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Cross validation functionality in Apache Ignite is represented by the <code>CrossValidation</code> class. This is a calculator parameterized by the type of model, type of label and key-value types of data. After instantiation (constructor doesn’t accept any additional parameters) we can use a score method to perform cross validation.</p>
+</div>
+<div class="paragraph">
+<p>Let’s imagine that we have a trainer, a training set and we want to make cross validation using accuracy as a metric and using 4 folds. Apache Ignite allows us to do this as shown in the following example:</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="cross-validation-without-pipeline-api-usage">Cross-Validation (without Pipeline API usage)</h2>
+<div class="sectionbody">
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create classification trainer</span>
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">(</span><span class="mi">4</span><span class="o">,</span> <span class="mi">0</span><span class="o">);</span>
+
+<span class="c1">// Create cross-validation instance</span>
+<span class="nc">CrossValidation</span><span class="o"><</span><span class="nc">DecisionTreeNode</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">scoreCalculator</span>
+ <span class="o">=</span> <span class="k">new</span> <span class="nc">CrossValidation</span><span class="o"><>();</span>
+
+<span class="c1">// Set up the cross-validation process</span>
+<span class="n">scoreCalculator</span>
+ <span class="o">.</span><span class="na">withIgnite</span><span class="o">(</span><span class="n">ignite</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withUpstreamCache</span><span class="o">(</span><span class="n">trainingSet</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withTrainer</span><span class="o">(</span><span class="n">trainer</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMetric</span><span class="o">(</span><span class="nc">MetricName</span><span class="o">.</span><span class="na">ACCURACY</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withPreprocessor</span><span class="o">(</span><span class="n">vectorizer</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withAmountOfFolds</span><span class="o">(</span><span class="mi">4</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">isRunningOnPipeline</span><span class="o">(</span><span class="kc">false</span><span class="o">)</span>
+
+<span class="c1">// Calculate accuracy for each fold</span>
+<span class="kt">double</span><span class="o">[]</span> <span class="n">accuracyScores</span> <span class="o">=</span> <span class="n">scoreCalculator</span><span class="o">.</span><span class="na">scoreByFolds</span><span class="o">();</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>In this example we specify trainer and metric as parameters, after that we pass common training arguments such as a link to the Ignite instance, cache, vectorizers, and finally specify the number of folds. This method returns an array containing chosen metrics for all possible splits of the training set.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="cross-validation-with-pipeline-api-usage">Cross-Validation (with Pipeline API usage)</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Define the pipeline and pass it as a parameter to Cross-Validation instance to run cross-validation on Pipeline.</p>
+</div>
+<div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+The Pipeline API is experimental and could be changed in the next releases.
+</td>
+</tr>
+</table>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create classification trainer</span>
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">(</span><span class="mi">4</span><span class="o">,</span> <span class="mi">0</span><span class="o">);</span>
+
+<span class="nc">Pipeline</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">></span> <span class="n">pipeline</span>
+ <span class="o">=</span> <span class="k">new</span> <span class="nc">Pipeline</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">addVectorizer</span><span class="o">(</span><span class="n">vectorizer</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">addPreprocessingTrainer</span><span class="o">(</span><span class="k">new</span> <span class="nc">ImputerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>())</span>
+ <span class="o">.</span><span class="na">addPreprocessingTrainer</span><span class="o">(</span><span class="k">new</span> <span class="nc">MinMaxScalerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>())</span>
+ <span class="o">.</span><span class="na">addTrainer</span><span class="o">(</span><span class="n">trainer</span><span class="o">);</span>
+
+
+<span class="c1">// Create cross-validation instance</span>
+<span class="nc">CrossValidation</span><span class="o"><</span><span class="nc">DecisionTreeNode</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">scoreCalculator</span>
+ <span class="o">=</span> <span class="k">new</span> <span class="nc">CrossValidation</span><span class="o"><>();</span>
+
+<span class="c1">// Set up the cross-validation process</span>
+<span class="n">scoreCalculator</span>
+ <span class="o">.</span><span class="na">withIgnite</span><span class="o">(</span><span class="n">ignite</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withUpstreamCache</span><span class="o">(</span><span class="n">trainingSet</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withPipeline</span><span class="o">(</span><span class="n">pipeline</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMetric</span><span class="o">(</span><span class="nc">MetricName</span><span class="o">.</span><span class="na">ACCURACY</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withPreprocessor</span><span class="o">(</span><span class="n">vectorizer</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withAmountOfFolds</span><span class="o">(</span><span class="mi">4</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">isRunningOnPipeline</span><span class="o">(</span><span class="kc">false</span><span class="o">)</span>
+
+<span class="c1">// Calculate accuracy for each fold</span>
+<span class="kt">double</span><span class="o">[]</span> <span class="n">accuracyScores</span> <span class="o">=</span> <span class="n">scoreCalculator</span><span class="o">.</span><span class="na">scoreByFolds</span><span class="o">();</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how the Cross Validation can be used in practice, try <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/selection/cv/CrossValidationExample.java">this example</a> and see step <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tutorial/Step_8_CV_with_Param_Grid_and_pipeline.java">8 of ML Tutorial</a> that are available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#cross-validation-without-pipeline-api-usage">Cross-Validation (without Pipeline API usage)</a></li>
+<li><a href="#cross-validation-with-pipeline-api-usage">Cross-Validation (with Pipeline API usage)</a></li>
+<li><a href="#example">Example</a></li>
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diff --git a/docs/2.9.0/machine-learning/model-selection/evaluator.html b/docs/2.9.0/machine-learning/model-selection/evaluator.html
new file mode 100644
index 0000000..bcdb931
--- /dev/null
+++ b/docs/2.9.0/machine-learning/model-selection/evaluator.html
@@ -0,0 +1,2586 @@
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+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class='active'>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
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+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/model-selection/evaluator.adoc" target="_blank">Edit</a>
+
+ <h1>Evaluator</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Apache Ignite ML comes with a number of machine learning algorithms that can be used to learn from and make predictions on data. When these algorithms are applied to build machine learning models, there is a need to evaluate the performance of the model on some criteria, which depends on the application and its requirements. Apache Ignite ML also provides a suite of classification and regression metrics for the purpose of evaluating the performance of machine learning models.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="classification-model-evaluation">Classification model evaluation</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>While there are many different types of classification algorithms, the evaluation of classification models all share similar principles. In a supervised classification problem, there exists a true output and a model-generated predicted output for each data point. For this reason, the results for each data point can be assigned to one of four categories:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>True Positive (TP) - label is positive and prediction is also positive</p>
+</li>
+<li>
+<p>True Negative (TN) - label is negative and prediction is also negative</p>
+</li>
+<li>
+<p>False Positive (FP) - label is negative but prediction is positive</p>
+</li>
+<li>
+<p>False Negative (FN) - label is positive but prediction is negative</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Especially, these metrics are important for binary classification.</p>
+</div>
+<div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+Multiclass classification evalution is not supported yet in Apache Ignite ML.
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>The full list of binary classification metrics supported in Apache Ignite ML is next:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Accuracy</p>
+</li>
+<li>
+<p>Balanced accuracy</p>
+</li>
+<li>
+<p>F-Measure</p>
+</li>
+<li>
+<p>FallOut</p>
+</li>
+<li>
+<p>FN</p>
+</li>
+<li>
+<p>FP</p>
+</li>
+<li>
+<p>FDR</p>
+</li>
+<li>
+<p>MissRate</p>
+</li>
+<li>
+<p>NPV</p>
+</li>
+<li>
+<p>Precision</p>
+</li>
+<li>
+<p>Recall</p>
+</li>
+<li>
+<p>Specificity</p>
+</li>
+<li>
+<p>TN</p>
+</li>
+<li>
+<p>TP</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>The explanation and formulas for these metrics can be found <a href="https://en.wikipedia.org/wiki/Evaluation_of_binary_classifiers">here</a>.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Define the vectorizer.</span>
+<span class="nc">Vectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">></span> <span class="n">vectorizer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DummyVectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">labeled</span><span class="o">(</span><span class="nc">Vectorizer</span><span class="o">.</span><span class="na">LabelCoordinate</span><span class="o">.</span><span class="na">FIRST</span><span class="o">);</span>
+
+<span class="c1">// Define the trainer.</span>
+<span class="nc">SVMLinearClassificationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">SVMLinearClassificationTrainer</span><span class="o">();</span>
+
+<span class="c1">// Train the model.</span>
+<span class="nc">SVMLinearClassificationModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span>
+
+<span class="c1">// Calculate all classification metrics.</span>
+<span class="nc">EvaluationResult</span> <span class="n">res</span> <span class="o">=</span> <span class="nc">Evaluator</span>
+ <span class="o">.</span><span class="na">evaluateBinaryClassification</span><span class="o">(</span><span class="n">dataCache</span><span class="o">,</span> <span class="n">mdl</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span>
+
+<span class="kt">double</span> <span class="n">accuracy</span> <span class="o">=</span> <span class="n">res</span><span class="o">.</span><span class="na">get</span><span class="o">(</span><span class="nc">MetricName</span><span class="o">.</span><span class="na">ACCURACY</span><span class="o">)</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="regression-model-evaluation">Regression model evaluation</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Regression analysis is used when predicting a continuous output variable from a number of independent variables.</p>
+</div>
+<div class="paragraph">
+<p>The full list of regression metrics supported in Apache Ignite ML is as follows:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>MAE</p>
+</li>
+<li>
+<p>R2</p>
+</li>
+<li>
+<p>RMSE</p>
+</li>
+<li>
+<p>RSS</p>
+</li>
+<li>
+<p>MSE</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Define the vectorizer.</span>
+<span class="nc">Vectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">></span> <span class="n">vectorizer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DummyVectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">labeled</span><span class="o">(</span><span class="nc">Vectorizer</span><span class="o">.</span><span class="na">LabelCoordinate</span><span class="o">.</span><span class="na">FIRST</span><span class="o">);</span>
+
+<span class="c1">// Define the trainer.</span>
+<span class="nc">KNNRegressionTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">KNNRegressionTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withK</span><span class="o">(</span><span class="mi">5</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withDistanceMeasure</span><span class="o">(</span><span class="k">new</span> <span class="nc">ManhattanDistance</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withIdxType</span><span class="o">(</span><span class="nc">SpatialIndexType</span><span class="o">.</span><span class="na">BALL_TREE</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withWeighted</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span>
+
+<span class="c1">// Train the model.</span>
+<span class="nc">KNNRegressionModel</span> <span class="n">knnMdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span>
+
+<span class="c1">// Calculate all classification metrics.</span>
+<span class="nc">EvaluationResult</span> <span class="n">res</span> <span class="o">=</span> <span class="nc">Evaluator</span>
+ <span class="o">.</span><span class="na">evaluateRegression</span><span class="o">(</span><span class="n">dataCache</span><span class="o">,</span> <span class="n">mdl</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span>
+
+<span class="kt">double</span> <span class="n">mse</span> <span class="o">=</span> <span class="n">res</span><span class="o">.</span><span class="na">get</span><span class="o">(</span><span class="nc">MetricName</span><span class="o">.</span><span class="na">MSE</span><span class="o">);</span></code></pre>
+</div>
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+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#classification-model-evaluation">Classification model evaluation</a></li>
+<li><a href="#regression-model-evaluation">Regression model evaluation</a></li>
+</ul>
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+ <a href="/docs/2.9.0/data-structures/atomic-types"
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+ >Atomic Types</a>
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+ <a href="/docs/2.9.0/data-structures/countdownlatch"
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+ class=''
+ >CountDownLatch</a>
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+ <li>
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+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
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+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class='active'>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/model-selection/hyper-parameter-tuning.adoc" target="_blank">Edit</a>
+
+ <h1>Hyper-parameter tuning</h1>
+
+ <div class="paragraph">
+<p>In machine learning, hyperparameter optimization or tuning is the problem of choosing a set of optimal hyperparameters for a learning algorithm. A hyperparameter is a parameter whose value is used to control the learning process. By contrast, the values of other parameters (typically node weights) are learned.</p>
+</div>
+<div class="paragraph">
+<p>In Apache Ignite ML you could tune the model by changing of hyper-parameters (preprocessor and trainer’s hyper-parameters).</p>
+</div>
+<div class="paragraph">
+<p>The main object to keep the all possible values of hyper-parameters is the ParamGrid object.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainerCV</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">();</span>
+
+<span class="nc">ParamGrid</span> <span class="n">paramGrid</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ParamGrid</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"maxDeep"</span><span class="o">,</span> <span class="nl">trainerCV:</span><span class="o">:</span><span class="n">withMaxDeep</span><span class="o">,</span>
+ <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">1.0</span><span class="o">,</span> <span class="mf">2.0</span><span class="o">,</span> <span class="mf">3.0</span><span class="o">,</span> <span class="mf">4.0</span><span class="o">,</span> <span class="mf">5.0</span><span class="o">,</span> <span class="mf">10.0</span><span class="o">})</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"minImpurityDecrease"</span><span class="o">,</span> <span class="nl">trainerCV:</span><span class="o">:</span><span class="n">withMinImpurityDecrease</span><span class="o">,</span>
+ <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">0.0</span><span class="o">,</span> <span class="mf">0.25</span><span class="o">,</span> <span class="mf">0.5</span><span class="o">});</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>There are a few approaches to find the optimal set of hyper-parameters:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><strong>BruteForce (GridSearch)</strong> - The traditional way of performing hyperparameter optimization has been grid search, or a parameter sweep, which is simply an exhaustive searching through a manually specified subset of the hyperparameter space of a learning algorithm.</p>
+</li>
+<li>
+<p><strong>Random search</strong> - It replaces the exhaustive enumeration of all combinations by selecting them randomly.</p>
+</li>
+<li>
+<p><strong>Evolutionary optimization</strong> - Evolutionary optimization is a methodology for the global optimization of noisy black-box functions. In hyperparameter optimization, evolutionary optimization uses evolutionary algorithms to search the space of hyperparameters for a given algorithm.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>The Random Search ParamGrid is could be set up as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">ParamGrid</span> <span class="n">paramGrid</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ParamGrid</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withParameterSearchStrategy</span><span class="o">(</span>
+ <span class="k">new</span> <span class="nf">RandomStrategy</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withMaxTries</span><span class="o">(</span><span class="mi">10</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withSeed</span><span class="o">(</span><span class="mi">12L</span><span class="o">))</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"p"</span><span class="o">,</span> <span class="nl">normalizationTrainer:</span><span class="o">:</span><span class="n">withP</span><span class="o">,</span>
+ <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">1.0</span><span class="o">,</span> <span class="mf">2.0</span><span class="o">,</span> <span class="mf">3.0</span><span class="o">,</span> <span class="mf">4.0</span><span class="o">,</span> <span class="mf">5.0</span><span class="o">,</span> <span class="mf">6.0</span><span class="o">,</span> <span class="mf">7.0</span><span class="o">,</span> <span class="mf">8.0</span><span class="o">,</span> <span class="mf">9.0</span><span class="o">,</span> <span class="mf">10.0</span><span class="o">})</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"maxDeep"</span><span class="o">,</span> <span class="nl">trainerCV:</span><span class="o">:</span><span class="n">withMaxDeep</span><span class="o">,</span>
+ <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">1.0</span><span class="o">,</span> <span class="mf">2.0</span><span class="o">,</span> <span class="mf">3.0</span><span class="o">,</span> <span class="mf">4.0</span><span class="o">,</span> <span class="mf">5.0</span><span class="o">,</span> <span class="mf">6.0</span><span class="o">,</span> <span class="mf">7.0</span><span class="o">,</span> <span class="mf">8.0</span><span class="o">,</span> <span class="mf">9.0</span><span class="o">,</span> <span class="mf">10.0</span><span class="o">})</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"minImpurityDecrease"</span><span class="o">,</span> <span class="nl">trainerCV:</span><span class="o">:</span><span class="n">withMinImpurityDecrease</span><span class="o">,</span>
+ <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">0.0</span><span class="o">,</span> <span class="mf">0.1</span><span class="o">,</span> <span class="mf">0.2</span><span class="o">,</span> <span class="mf">0.3</span><span class="o">,</span> <span class="mf">0.4</span><span class="o">,</span> <span class="mf">0.5</span><span class="o">,</span> <span class="mf">0.6</span><span class="o">,</span> <span class="mf">0.7</span><span class="o">,</span> <span class="mf">0.8</span><span class="o">,</span> <span class="mf">1.0</span><span class="o">});</span></code></pre>
+</div>
+</div>
+<div class="admonitionblock tip">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Tip</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>Performance Tip:</p>
+</div>
+<div class="paragraph">
+<p>The GridSearch (BruteForce) and Evolutionary optimization methods could be easily parallelized because all training runs are independent from each other.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
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+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class='active'>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
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+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/model-selection/introduction.adoc" target="_blank">Edit</a>
+
+ <h1>Introduction</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>This section describes how to use Ignite ML for tuning ML algorithms and [Pipelines](doc:pipeline-api) . Built-in Cross-Validation and other tooling allow users to optimize [hyper-parameters](doc:hyper-parameter-tuning) in algorithms and Pipelines.</p>
+</div>
+<div class="paragraph">
+<p>Model selection is a set of tools that provides the ability to prepare and [evaluate](doc:evaluator) models efficiently. Use it to <a href="/docs/2.9.0/machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets">split</a> data based on training and test data as well as perform cross validation.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>It is not good practice to learn the parameters of a prediction function and validate it on the same data. This leads to overfitting. To avoid this problem, one of the most efficient solutions is to save part of the training data as a validation set. However, by partitioning the available data and excluding one or more parts from the training set, we significantly reduce the number of samples which can be used for learning the model and the results can depend on a particular random choice for the pair of (train, validation) sets.</p>
+</div>
+<div class="paragraph">
+<p>A solution to this problem is a procedure called <a href="/docs/2.9.0/machine-learning/model-selection/cross-validation">Cross-Validation</a>. In the basic approach, called k-fold CV, the training set is split into k smaller sets and after that the following procedure works: a model is trained using k-1 of the folds (parts) as a training data, the resulting model is validated on the remaining part of the data (it’s used as a test set to compute metrics such as accuracy).</p>
+</div>
+<div class="paragraph">
+<p>Apache Ignite provides cross validation functionality that allows it to parameterize the trainer to be validated, metrics to be calculated for the model trained on every step and the number of folds training data should be split on.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
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diff --git a/docs/2.9.0/machine-learning/model-selection/pipeline-api.html b/docs/2.9.0/machine-learning/model-selection/pipeline-api.html
new file mode 100644
index 0000000..21182c7
--- /dev/null
+++ b/docs/2.9.0/machine-learning/model-selection/pipeline-api.html
@@ -0,0 +1,2533 @@
+<!DOCTYPE html>
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+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class='active'>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
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+<div class="left-nav__overlay"></div>
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+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/model-selection/pipeline-api.adoc" target="_blank">Edit</a>
+
+ <h1>Pipelines API</h1>
+
+ <div class="paragraph">
+<p>Apache Ignite ML standardizes APIs for machine learning algorithms to make it easier to combine multiple algorithms into a single pipeline, or workflow. This section covers the key concepts introduced by the Pipelines API, where the pipeline concept is mostly inspired by the scikit-learn and Apache Spark projects.</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><strong>Preprocessor Model </strong>- This is an algorithm which can transform one DataSet into another DataSet.</p>
+</li>
+<li>
+<p><strong>Preprocessor Trainer</strong>- This is an algorithm which can be fit on a DataSet to produce a PreprocessorModel.</p>
+</li>
+<li>
+<p><strong>Pipeline </strong>- A Pipeline chains multiple Trainers and Preprocessors together to specify an ML workflow.</p>
+</li>
+<li>
+<p><strong>Parameter </strong>- All ML Trainers and Preprocessor Trainers now share a common API for specifying parameters.</p>
+</li>
+</ul>
+</div>
+<div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+The Pipeline API is experimental and could be changed in the next releases.
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>The Pipeline could replace the pieces of code with .fit() method calls as in the next examples:</p>
+</div>
+<code-tabs><code-tab data-tab='Without Pipeline API'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">final</span> <span class="nc">Vectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">></span> <span class="n">vectorizer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DummyVectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">>(</span><span class="mi">0</span><span class="o">,</span> <span class="mi">3</span><span class="o">,</span> <span class="mi">4</span><span class="o">,</span> <span class="mi">5</span><span class="o">,</span> <span class="mi">6</span><span class="o">,</span> <span class="mi">8</span><span class="o">,</span> <span class="mi">10</span><span class="o">).</span><span class="na">labeled</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+
+<span class="nc">TrainTestSplit</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">split</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">TrainTestDatasetSplitter</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">split</span><span class="o">(</span><span class="mf">0.75</span><span class="o">);</span>
+
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">imputingPreprocessor</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ImputerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+ <span class="o">);</span>
+
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">minMaxScalerPreprocessor</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">MinMaxScalerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">imputingPreprocessor</span>
+ <span class="o">);</span>
+
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">normalizationPreprocessor</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">NormalizationTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">withP</span><span class="o">(</span><span class="mi">1</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">minMaxScalerPreprocessor</span>
+ <span class="o">);</span>
+
+<span class="c1">// Tune hyper-parameters with K-fold Cross-Validation on the split training set.</span>
+
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainerCV</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">();</span>
+
+<span class="nc">CrossValidation</span><span class="o"><</span><span class="nc">DecisionTreeNode</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">scoreCalculator</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">CrossValidation</span><span class="o"><>();</span>
+
+<span class="nc">ParamGrid</span> <span class="n">paramGrid</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ParamGrid</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"maxDeep"</span><span class="o">,</span> <span class="nl">trainerCV:</span><span class="o">:</span><span class="n">withMaxDeep</span><span class="o">,</span> <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">1.0</span><span class="o">,</span> <span class="mf">2.0</span><span class="o">,</span> <span class="mf">3.0</span><span class="o">,</span> <span class="mf">4.0</span><span class="o">,</span> <span class="mf">5.0</span><span class="o">,</span> <span class="mf">10.0</span><span class="o">})</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"minImpurityDecrease"</span><span class="o">,</span> <span class="nl">trainerCV:</span><span class="o">:</span><span class="n">withMinImpurityDecrease</span><span class="o">,</span> <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">0.0</span><span class="o">,</span> <span class="mf">0.25</span><span class="o">,</span> <span class="mf">0.5</span><span class="o">});</span>
+
+<span class="n">scoreCalculator</span>
+ <span class="o">.</span><span class="na">withIgnite</span><span class="o">(</span><span class="n">ignite</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withUpstreamCache</span><span class="o">(</span><span class="n">dataCache</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withTrainer</span><span class="o">(</span><span class="n">trainerCV</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMetric</span><span class="o">(</span><span class="nc">MetricName</span><span class="o">.</span><span class="na">ACCURACY</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withFilter</span><span class="o">(</span><span class="n">split</span><span class="o">.</span><span class="na">getTrainFilter</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">isRunningOnPipeline</span><span class="o">(</span><span class="kc">false</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withPreprocessor</span><span class="o">(</span><span class="n">normalizationPreprocessor</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withAmountOfFolds</span><span class="o">(</span><span class="mi">3</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withParamGrid</span><span class="o">(</span><span class="n">paramGrid</span><span class="o">);</span>
+
+<span class="nc">CrossValidationResult</span> <span class="n">crossValidationRes</span> <span class="o">=</span> <span class="n">scoreCalculator</span><span class="o">.</span><span class="na">tuneHyperParameters</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='With Pipeline API'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">final</span> <span class="nc">Vectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">></span> <span class="n">vectorizer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DummyVectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">>(</span><span class="mi">0</span><span class="o">,</span> <span class="mi">4</span><span class="o">,</span> <span class="mi">5</span><span class="o">,</span> <span class="mi">6</span><span class="o">,</span> <span class="mi">8</span><span class="o">).</span><span class="na">labeled</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+
+<span class="nc">TrainTestSplit</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">split</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">TrainTestDatasetSplitter</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">split</span><span class="o">(</span><span class="mf">0.75</span><span class="o">);</span>
+
+<span class="nc">DecisionTreeClassificationTrainer</span> <span class="n">trainerCV</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeClassificationTrainer</span><span class="o">();</span>
+
+<span class="nc">Pipeline</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">></span> <span class="n">pipeline</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">Pipeline</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Double</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">addVectorizer</span><span class="o">(</span><span class="n">vectorizer</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">addPreprocessingTrainer</span><span class="o">(</span><span class="k">new</span> <span class="nc">ImputerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>())</span>
+ <span class="o">.</span><span class="na">addPreprocessingTrainer</span><span class="o">(</span><span class="k">new</span> <span class="nc">MinMaxScalerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>())</span>
+ <span class="o">.</span><span class="na">addTrainer</span><span class="o">(</span><span class="n">trainer</span><span class="o">);</span>
+
+<span class="nc">CrossValidation</span><span class="o"><</span><span class="nc">DecisionTreeNode</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">scoreCalculator</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">CrossValidation</span><span class="o"><>();</span>
+
+<span class="nc">ParamGrid</span> <span class="n">paramGrid</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ParamGrid</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"maxDeep"</span><span class="o">,</span> <span class="nl">trainer:</span><span class="o">:</span><span class="n">withMaxDeep</span><span class="o">,</span> <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">1.0</span><span class="o">,</span> <span class="mf">2.0</span><span class="o">,</span> <span class="mf">3.0</span><span class="o">,</span> <span class="mf">4.0</span><span class="o">,</span> <span class="mf">5.0</span><span class="o">,</span> <span class="mf">10.0</span><span class="o">})</span>
+ <span class="o">.</span><span class="na">addHyperParam</span><span class="o">(</span><span class="s">"minImpurityDecrease"</span><span class="o">,</span> <span class="nl">trainer:</span><span class="o">:</span><span class="n">withMinImpurityDecrease</span><span class="o">,</span> <span class="k">new</span> <span class="nc">Double</span><span class="o">[]</span> <span class="o">{</span><span class="mf">0.0</span><span class="o">,</span> <span class="mf">0.25</span><span class="o">,</span> <span class="mf">0.5</span><span class="o">});</span>
+
+<span class="n">scoreCalculator</span>
+ <span class="o">.</span><span class="na">withIgnite</span><span class="o">(</span><span class="n">ignite</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withUpstreamCache</span><span class="o">(</span><span class="n">dataCache</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withPipeline</span><span class="o">(</span><span class="n">pipeline</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMetric</span><span class="o">(</span><span class="nc">MetricName</span><span class="o">.</span><span class="na">ACCURACY</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withFilter</span><span class="o">(</span><span class="n">split</span><span class="o">.</span><span class="na">getTrainFilter</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withAmountOfFolds</span><span class="o">(</span><span class="mi">3</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withParamGrid</span><span class="o">(</span><span class="n">paramGrid</span><span class="o">);</span>
+
+
+<span class="nc">CrossValidationResult</span> <span class="n">crossValidationRes</span> <span class="o">=</span> <span class="n">scoreCalculator</span><span class="o">.</span><span class="na">tuneHyperParameters</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab></code-tabs>
+<div class="paragraph">
+<p>The full code could be found in the <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tutorial/Step_8_CV_with_Param_Grid_and_pipeline.java">Titanic tutorial</a>.</p>
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diff --git a/docs/2.9.0/machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets.html b/docs/2.9.0/machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets.html
new file mode 100644
index 0000000..0517da3
--- /dev/null
+++ b/docs/2.9.0/machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets.html
@@ -0,0 +1,2472 @@
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+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class='active'>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets.adoc" target="_blank">Edit</a>
+
+ <h1>Split the dataset on test and train datasets</h1>
+
+ <div class="paragraph">
+<p>Data splitting is meant to split the data stored in a cache into two parts: the training part that is used to train the model, and the test part that is used to estimate the model quality.</p>
+</div>
+<div class="paragraph">
+<p>All fit() methods has a special parameter to pass a filter condition to each cache.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>Due to distributed and lazy nature of dataset operations, the dataset split is the lazy operation too and could be defined as a filter condition that could be applied to the initial cache to form both, the train and test datasets.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>In the example below the model is trained only on 75% of the initial dataset. The filter parameter value is the result of the <code>split.getTrainFilter()</code> that could continue with or reject the row from the initial dataset to handle it during the training.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Define the cache.</span>
+<span class="nc">IgniteCache</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">dataCache</span> <span class="o">=</span> <span class="o">...;</span>
+
+<span class="c1">// Define the percentage of the train sub-set of the initial dataset.</span>
+<span class="nc">TrainTestSplit</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">split</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">TrainTestDatasetSplitter</span><span class="o"><>().</span><span class="na">split</span><span class="o">(</span><span class="mf">0.75</span><span class="o">);</span>
+
+<span class="nc">IgniteModel</span><span class="o"><</span><span class="nc">Vector</span><span class="o">,</span> <span class="nc">Double</span><span class="o">></span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">split</span><span class="o">.</span><span class="na">getTrainFilter</span><span class="o">(),</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>The <code>split.getTestFilter()</code> could be used to validate the model on the test data.
+Below is the example of working with the cache directly: printing the predicted and real regression value from the test sub-set of the initial dataset.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Define the cache query and set the filter.</span>
+<span class="nc">ScanQuery</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">qry</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ScanQuery</span><span class="o"><>();</span>
+<span class="n">qry</span><span class="o">.</span><span class="na">setFilter</span><span class="o">(</span><span class="n">split</span><span class="o">.</span><span class="na">getTestFilter</span><span class="o">());</span>
+
+
+<span class="k">try</span> <span class="o">(</span><span class="nc">QueryCursor</span><span class="o"><</span><span class="nc">Cache</span><span class="o">.</span><span class="na">Entry</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>></span> <span class="n">observations</span> <span class="o">=</span> <span class="n">dataCache</span><span class="o">.</span><span class="na">query</span><span class="o">(</span><span class="n">qry</span><span class="o">))</span> <span class="o">{</span>
+ <span class="k">for</span> <span class="o">(</span><span class="nc">Cache</span><span class="o">.</span><span class="na">Entry</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">observation</span> <span class="o">:</span> <span class="n">observations</span><span class="o">)</span> <span class="o">{</span>
+ <span class="nc">Vector</span> <span class="n">val</span> <span class="o">=</span> <span class="n">observation</span><span class="o">.</span><span class="na">getValue</span><span class="o">();</span>
+ <span class="nc">Vector</span> <span class="n">inputs</span> <span class="o">=</span> <span class="n">val</span><span class="o">.</span><span class="na">copyOfRange</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="n">val</span><span class="o">.</span><span class="na">size</span><span class="o">());</span>
+ <span class="kt">double</span> <span class="n">groundTruth</span> <span class="o">=</span> <span class="n">val</span><span class="o">.</span><span class="na">get</span><span class="o">(</span><span class="mi">0</span><span class="o">);</span>
+
+ <span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">inputs</span><span class="o">);</span>
+
+ <span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">printf</span><span class="o">(</span><span class="s">">>> | %.4f\t\t| %.4f\t\t|\n"</span><span class="o">,</span> <span class="n">prediction</span><span class="o">,</span> <span class="n">groundTruth</span><span class="o">);</span>
+ <span class="o">}</span>
+<span class="o">}</span></code></pre>
+</div>
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diff --git a/docs/2.9.0/machine-learning/multiclass-classification.html b/docs/2.9.0/machine-learning/multiclass-classification.html
new file mode 100644
index 0000000..ec42562
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+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class='active'
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
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+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
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+
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+ >Numeric Functions</a>
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+
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+ >String Functions</a>
+
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+
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+ >System Functions</a>
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+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/multiclass-classification.adoc" target="_blank">Edit</a>
+
+ <h1>Multiclass Classification</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>In machine learning, multiclass or multinomial classification is the problem of classifying instances into one of three or more classes.</p>
+</div>
+<div class="paragraph">
+<p>Currently, Apache Ignite ML support the most popular method of Multiclass classification known as One-vs-Rest.</p>
+</div>
+<div class="paragraph">
+<p>One-vs-Rest strategy involves training a single classifier per class, with the samples of that class as positive samples and all other samples as negatives.</p>
+</div>
+<div class="paragraph">
+<p>Internally it uses one dataset but with the different changed labels for each trained classifier. If you have N classes, the N classifiers will be trained to become a MultiClassModel.</p>
+</div>
+<div class="paragraph">
+<p>MultiClassModel uses soft-margin technique to predict the real label. It means that the MultiClassModel returns the label of the class which is better suited for the predicted vector.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how One-vs-Rest trainer parametrized by binary SVM classifier can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/multiclass/OneVsRestClassificationExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+<div class="paragraph">
+<p>The preprocessed Glass dataset is from the <a href="https://archive.ics.uci.edu/ml/datasets/Glass+Identification">UCI Machine Learning Repository</a>.</p>
+</div>
+<div class="paragraph">
+<p>There are 3 classes with labels: 1 (building_windows_float_processed), 3 (vehicle_windows_float_processed), 7 (headlamps) and feature names: 'Na-Sodium', 'Mg-Magnesium', 'Al-Aluminum', 'Ba-Barium', 'Fe-Iron'.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">OneVsRestTrainer</span><span class="o"><</span><span class="nc">SVMLinearClassificationModel</span><span class="o">></span> <span class="n">trainer</span>
+ <span class="o">=</span> <span class="k">new</span> <span class="nc">OneVsRestTrainer</span><span class="o"><>(</span><span class="k">new</span> <span class="nc">SVMLinearClassificationTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withAmountOfIterations</span><span class="o">(</span><span class="mi">20</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withAmountOfLocIterations</span><span class="o">(</span><span class="mi">50</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withLambda</span><span class="o">(</span><span class="mf">0.2</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withSeed</span><span class="o">(</span><span class="mi">1234L</span><span class="o">)</span>
+ <span class="o">);</span>
+
+<span class="nc">MultiClassModel</span><span class="o"><</span><span class="nc">SVMLinearClassificationModel</span><span class="o">></span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="k">new</span> <span class="nc">DummyVectorizer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">>().</span><span class="na">labeled</span><span class="o">(</span><span class="mi">0</span><span class="o">)</span>
+ <span class="o">);</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">inputVector</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
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diff --git a/docs/2.9.0/machine-learning/partition-based-dataset.html b/docs/2.9.0/machine-learning/partition-based-dataset.html
new file mode 100644
index 0000000..068d097
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+++ b/docs/2.9.0/machine-learning/partition-based-dataset.html
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+
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+ <a href="/docs/2.9.0/distributed-computing/executor-service"
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+ >Executor Service</a>
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+ </li>
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+
+ <li>
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+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
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+ >MapReduce API</a>
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+ </li>
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+
+ <li>
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+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
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+ class=''
+ >Load Balancing</a>
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+ </li>
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+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
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+ class=''
+ >Fault Tolerance</a>
+
+ </li>
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+
+ <li>
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+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
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+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
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+ <li>
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+ <a href="/docs/2.9.0/events/listening-to-events"
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+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
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+
+
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+
+ <li>
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+ <a href="/docs/2.9.0/events/events"
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+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
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+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
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+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
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+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
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+ </nav>
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+ </li>
+
+ <li>
+
+
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+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <a href="/docs/2.9.0/machine-learning/machine-learning"
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+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class='active'
+ >Partition Based Dataset</a>
+
+ </li>
+
+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
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+ <li>
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+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
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+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
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+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
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+ </nav>
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+
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+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
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+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
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+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
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+ class=''
+ >Preprocessing</a>
+
+ </li>
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+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
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+
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+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
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+ </li>
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+ <li>
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+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
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+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
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+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+
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+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
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+ </nav>
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+ </li>
+
+ <li>
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+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
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+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
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+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
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+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
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+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
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+ <li>
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
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+ class=''
+ >Thin Clients Overview</a>
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
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+ class=''
+ >ODBC Driver</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
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+ class=''
+ >Querying and Modifying Data</a>
+
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+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
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+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
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+ >Error Codes</a>
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+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
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+
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+
+ </li>
+
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+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ class=''
+ >Overview</a>
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
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+ class=''
+ >IgniteContext and IgniteRDD</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
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+ class=''
+ >Ignite DataFrame</a>
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+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
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+ class=''
+ >Installation</a>
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
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+ >SQL Conformance</a>
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+ <li>
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+ <a href="/docs/2.9.0/sql-reference/ddl"
+
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+ >Data Definition Language (DDL)</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
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+ >Data Manipulation Language (DML)</a>
+
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+ <li>
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+ <a href="/docs/2.9.0/sql-reference/transactions"
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+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
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+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
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+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
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+ class=''
+ >Data and Time Functions</a>
+
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+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
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+ >Data Types</a>
+
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+
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+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/partition-based-dataset.adoc" target="_blank">Edit</a>
+
+ <h1>Partition Based Dataset</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Partition-Based Dataset is an abstraction layer on top of the Apache Ignite storage and computational capabilities that allow us to build algorithms in accordance with <a href="/docs/2.9.0/machine-learning/machine-learning#section-zero-etl-and-massive-scalability">zero ETL</a> and <a href="/docs/2.9.0/machine-learning/machine-learning#section-fault-tolerance-and-continuous-learning">fault tolerance</a> principles.</p>
+</div>
+<div class="paragraph">
+<p>A main idea behind the partition-based datasets is the classic MapReduce approach implemented using the Compute Grid in Ignite.</p>
+</div>
+<div class="paragraph">
+<p>The most important advantage of MapReduce is the ability to perform computations on data distributed across the cluster without involving significant data transfers over the network. This idea is adopted in the partition-based datasets in the following way:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Every dataset is spread across partitions;</p>
+</li>
+<li>
+<p>Partitions hold a persistent <strong>training context</strong> and recoverable <strong>training data</strong> stored locally on every node;</p>
+</li>
+<li>
+<p>Computations needed to be performed on a dataset splits on <strong>Map</strong> operations which executes on every partition and <strong>Reduce</strong> operations which reduces results of <strong>Map</strong> operations to one final result.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p><strong>Training Context (Partition Context)</strong> is a persistent part of the partition which is kept in an Apache Ignite, so that all changes made in this part will be consistently maintained until a partition-based dataset is closed. Training context survives node failures but requires additional time to read and write, so it should be used only when it’s not possible to use partition data.</p>
+</div>
+<div class="paragraph">
+<p><strong>Training Data (Partition Data)</strong> is a part of the partition that can be recovered from the upstream data and context at any time. Because of this, it is not necessary to maintain partition data in some persistent storage, so that partition data is kept on every node in local storage (On-Heap, Off-Heap or even in GPU memory) and in case of node failure is recovered from upstream data and context on another node.</p>
+</div>
+<div class="paragraph">
+<p>Why have partitions been selected as dataset and learning building blocks instead of cluster nodes?</p>
+</div>
+<div class="paragraph">
+<p>One of the fundamental ideas of an Apache Ignite is that partitions are atomic, which means that they cannot be split between multiple nodes for more details). As a result in the case of rebalancing or node failure, a partition will be recovered on another node with the same data it contained on the previous node.</p>
+</div>
+<div class="paragraph">
+<p>In case of a machine learning algorithm, it’s vital​ because most of the ML algorithms are iterative and require some context maintained between iterations. This context cannot be split or merged and should be maintained in a consistent state during the whole learning process.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="usage">Usage</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To build a partition-based dataset you need to specify:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Upstream Data Source which can be an Ignite Cache or just a Map with data;</p>
+</li>
+<li>
+<p>Partition Context Builder that defines how to build a partition context from upstream data rows corresponding to this partition;</p>
+</li>
+<li>
+<p>Partition Data Builder that defines how to build partition data from upstream data rows corresponding to this partition.</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="title">Cache-based Dataset</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Dataset</span><span class="o"><</span><span class="nc">MyPartitionContext</span><span class="o">,</span> <span class="nc">MyPartitionData</span><span class="o">></span> <span class="n">dataset</span> <span class="o">=</span>
+ <span class="k">new</span> <span class="nc">CacheBasedDatasetBuilder</span><span class="o"><>(</span>
+ <span class="n">ignite</span><span class="o">,</span> <span class="c1">// Upstream Data Source</span>
+ <span class="n">upstreamCache</span>
+ <span class="o">).</span><span class="na">build</span><span class="o">(</span>
+ <span class="k">new</span> <span class="nc">MyPartitionContextBuilder</span><span class="o"><>(),</span> <span class="c1">// Training Context Builder</span>
+ <span class="k">new</span> <span class="nc">MyPartitionDataBuilder</span><span class="o"><>()</span> <span class="c1">// Training Data Builder</span>
+ <span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="listingblock">
+<div class="title">Local Dataset</div>
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Dataset</span><span class="o"><</span><span class="nc">MyPartitionContext</span><span class="o">,</span> <span class="nc">MyPartitionData</span><span class="o">></span> <span class="n">dataset</span> <span class="o">=</span>
+ <span class="k">new</span> <span class="nc">LocalDatasetBuilder</span><span class="o"><>(</span>
+ <span class="n">upstreamMap</span><span class="o">,</span> <span class="c1">// Upstream Data Source</span>
+ <span class="mi">10</span>
+ <span class="o">).</span><span class="na">build</span><span class="o">(</span>
+ <span class="k">new</span> <span class="nc">MyPartitionContextBuilder</span><span class="o"><>(),</span> <span class="c1">// Partition Context Builder</span>
+ <span class="k">new</span> <span class="nc">MyPartitionDataBuilder</span><span class="o"><>()</span> <span class="c1">// Partition Data Builder</span>
+ <span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>After this you are able to perform different computations on this dataset in a MapReduce manner.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kt">int</span> <span class="n">numerOfRows</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="na">compute</span><span class="o">(</span>
+ <span class="o">(</span><span class="n">partitionData</span><span class="o">,</span> <span class="n">partitionIdx</span><span class="o">)</span> <span class="o">-></span> <span class="n">partitionData</span><span class="o">.</span><span class="na">getRows</span><span class="o">(),</span>
+ <span class="o">(</span><span class="n">a</span><span class="o">,</span> <span class="n">b</span><span class="o">)</span> <span class="o">-></span> <span class="n">a</span> <span class="o">==</span> <span class="kc">null</span> <span class="o">?</span> <span class="n">b</span> <span class="o">:</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>And, finally, when all computations are completed it’s important to close the dataset and free resources.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="n">dataset</span><span class="o">.</span><span class="na">close</span><span class="o">();</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how the Partition Based Dataset can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/dataset/AlgorithmSpecificDatasetExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
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diff --git a/docs/2.9.0/machine-learning/preprocessing.html b/docs/2.9.0/machine-learning/preprocessing.html
new file mode 100644
index 0000000..80892ef
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+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class='active'
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
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+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/preprocessing.adoc" target="_blank">Edit</a>
+
+ <h1>Preprocessing</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Preprocessing is required to transform raw data stored in an Ignite cache to the dataset of feature vectors suitable for further use in a machine learning pipeline.</p>
+</div>
+<div class="paragraph">
+<p>This section covers algorithms for working with features, roughly divided into the following groups:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Extracting features from “raw” data</p>
+</li>
+<li>
+<p>Scaling features</p>
+</li>
+<li>
+<p>Converting features</p>
+</li>
+<li>
+<p>Modifying features</p>
+</li>
+</ul>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+Usually it starts from label and feature extraction via vectorizer usage and can be complicated with other preprocessing stages.
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="normalization-preprocessor">Normalization preprocessor</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The normal flow is to extract features and labels from Ignite data via a vectorizer​, transform the features and then normalize them.</p>
+</div>
+<div class="paragraph">
+<p>In addition to the ability to build any custom preprocessor, Apache Ignite provides a built-in normalization preprocessor. This preprocessor makes normalization on each vector using p-norm.</p>
+</div>
+<div class="paragraph">
+<p>For normalization, you need to create a NormalizationTrainer and fit a normalization preprocessor as follows:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Train the preprocessor on the given data</span>
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">preprocessor</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">NormalizationTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">withP</span><span class="o">(</span><span class="mi">1</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">data</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span>
+
+<span class="c1">// Create linear regression trainer.</span>
+<span class="nc">LinearRegressionLSQRTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">LinearRegressionLSQRTrainer</span><span class="o">();</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">LinearRegressionModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">upstreamCache</span><span class="o">,</span>
+ <span class="n">preprocessor</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="examples">Examples</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how the Normalization Preprocessor can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/preprocessing/NormalizationExample.java">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="binarization-preprocessor">Binarization preprocessor</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Binarization is the process of thresholding numerical features to binary (0/1) features.
+Feature values greater than the threshold are binarized to 1.0; values equal to or less than the threshold are binarized to 0.0.</p>
+</div>
+<div class="paragraph">
+<p>It contains only one significant parameter, which is the threshold.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create binarization trainer.</span>
+<span class="nc">BinarizationTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">binarizationTrainer</span>
+ <span class="o">=</span> <span class="k">new</span> <span class="nc">BinarizationTrainer</span><span class="o"><>().</span><span class="na">withThreshold</span><span class="o">(</span><span class="mi">40</span><span class="o">);</span>
+
+<span class="c1">// Build the preprocessor.</span>
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">binarizationTrainer</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">data</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>To see how the Binarization Preprocessor can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/preprocessing/BinarizationExample.java">example</a>.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="imputer-preprocessor">Imputer preprocessor</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The Imputer preprocessor completes missing values in a dataset, either using the mean or another statistic of the column in which the missing values are located. The missing values should be presented as Double.NaN. The input dataset column should be of Double. Currently, the Imputer preprocessor does not support categorical features and possibly creates incorrect values for columns containing categorical features.</p>
+</div>
+<div class="paragraph">
+<p>During the training phase, the Imputer Trainer collects statistics about the preprocessing dataset and in the preprocessing phase it changes the data according to the collected statistics.</p>
+</div>
+<div class="paragraph">
+<p>The Imputer Trainer contains only one parameter: <code>imputingStgy</code> that is presented as enum <strong>ImputingStrategy</strong> with two available values (NOTE: future releases may support more values):</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>MEAN: The default strategy. If this strategy is chosen, then replace missing values using the mean for the numeric features along the axis.</p>
+</li>
+<li>
+<p>MOST_FREQUENT: If this strategy is chosen, then replace missing values using the most frequent value along the axis.</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create imputer trainer.</span>
+<span class="nc">ImputerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span> <span class="n">imputerTrainer</span> <span class="o">=</span>
+ <span class="k">new</span> <span class="nc">ImputerTrainer</span><span class="o"><>().</span><span class="na">withImputingStrategy</span><span class="o">(</span><span class="nc">ImputingStrategy</span><span class="o">.</span><span class="na">MOST_FREQUENT</span><span class="o">);</span>
+
+<span class="c1">// Train imputer preprocessor.</span>
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">preprocessor</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ImputerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">>()</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">data</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>To see how the Imputer Preprocessor can be used in practice, try <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/preprocessing/ImputingExample.java">this</a>.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="one-hot-encoder-preprocessor">One-Hot Encoder preprocessor</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>One-hot encoding maps a categorical feature, represented as a label index (Double or String value), to a binary vector with at most a single one-value indicating the presence of a specific feature value from among the set of all feature values.</p>
+</div>
+<div class="paragraph">
+<p>This preprocessor can transform multiple columns in which indices are handled during the training process. These indexes could be defined via a <code>withEncodedFeature(featureIndex)</code> call.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>Each one-hot encoded binary vector adds its cells to the end of the current feature vector.</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>This preprocessor always creates a separate column for NULL values.</p>
+</li>
+<li>
+<p>The index value associated with NULL will be located in a binary vector according to the frequency of NULL values.</p>
+</li>
+</ul>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p><code>StringEncoderPreprocessor</code> and <code>OneHotEncoderPreprocessor</code> use the same EncoderTraining to collect data about categorial features during the training phase. To preprocess the dataset with the One-Hot Encoder preprocessor, set the <code>encoderType</code> with the value <code>EncoderType.ONE_HOT_ENCODER</code> as shown in the code snippet below:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Object</span><span class="o">[]></span> <span class="n">encoderPreprocessor</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">EncoderTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Object</span><span class="o">[]>()</span>
+ <span class="o">.</span><span class="na">withEncoderType</span><span class="o">(</span><span class="nc">EncoderType</span><span class="o">.</span><span class="na">ONE_HOT_ENCODER</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withEncodedFeature</span><span class="o">(</span><span class="mi">0</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withEncodedFeature</span><span class="o">(</span><span class="mi">1</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withEncodedFeature</span><span class="o">(</span><span class="mi">4</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="string-encoder-preprocessor">String Encoder preprocessor</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The String Encoder encodes string values (categories) to double values in the range [0.0, amountOfCategories) where the most popular value will be presented as 0.0 and the least popular value presented with amountOfCategories-1 value.</p>
+</div>
+<div class="paragraph">
+<p>This preprocessor can transform multiple columns in which indices are handled during the training process. These indexes could be defined via a <code>withEncodedFeature(featureIndex)</code> call.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+It doesn’t add a new column but changes data in-place.
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p><strong>Example</strong></p>
+</div>
+<div class="paragraph">
+<p>Assume that we have the following Dataset with features id and category:</p>
+</div>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 50%;">
+<col style="width: 50%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Id</th>
+<th class="tableblock halign-left valign-top">Category</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">a</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">b</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">c</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">a</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">a</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">5</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">c</p></td>
+</tr>
+</tbody>
+</table>
+<table class="tableblock frame-all grid-all stripes-even stretch">
+<colgroup>
+<col style="width: 50%;">
+<col style="width: 50%;">
+</colgroup>
+<thead>
+<tr>
+<th class="tableblock halign-left valign-top">Id</th>
+<th class="tableblock halign-left valign-top">Category</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0.0</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2.0</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">2</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1.0</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">3</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0.0</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">4</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">0.0</p></td>
+</tr>
+<tr>
+<td class="tableblock halign-left valign-top"><p class="tableblock">5</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">1.0</p></td>
+</tr>
+</tbody>
+</table>
+<div class="paragraph">
+<p>“a” gets index 0 because it is the most frequent, followed by “c” with index 1 and “b” with index 2.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>There is only one strategy regarding how StringEncoder will handle unseen labels when you have to fit a StringEncoder on one dataset and then use it to transform another: put unseen labels in a special additional bucket, at the index equal to <code>amountOfCategories</code>.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p><code>StringEncoderPreprocessor</code> and <code>OneHotEncoderPreprocessor</code> use the same EncoderTraining to collect data about categorial features during the training phase. To preprocess the dataset with the <code>StringEncoderPreprocessor</code>, set the <code>encoderType</code> with the value <code>EncoderType.STRING_ENCODER</code> as shown below in the code snippet:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Object</span><span class="o">[]></span> <span class="n">encoderPreprocessor</span>
+ <span class="o">=</span> <span class="k">new</span> <span class="nc">EncoderTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Object</span><span class="o">[]>()</span>
+ <span class="o">.</span><span class="na">withEncoderType</span><span class="o">(</span><span class="nc">EncoderType</span><span class="o">.</span><span class="na">STRING_ENCODER</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withEncodedFeature</span><span class="o">(</span><span class="mi">1</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withEncodedFeature</span><span class="o">(</span><span class="mi">4</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>To see how the String Encoder or OHE can be used in practice, try <a href="https://github.com/apache/ignite/tree/master/examples/src/main/java/org/apache/ignite/examples/ml/preprocessing/encoding">this</a> example.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="minmax-scaler-preprocessor">MinMax Scaler preprocessor</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The MinMax Scaler transforms the given dataset, rescaling each feature to a specific range.</p>
+</div>
+<div class="paragraph">
+<p>From a mathematical point of view, it is the following function which is applied to every element in the dataset:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/preprocessing.png" alt="preprocessing">
+</div>
+</div>
+<div class="paragraph">
+<p>for all i, where i is a number of column, max_i is the value of the maximum element in this column, min_i is the value of the minimal element in this column.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create min-max scaler trainer.</span>
+<span class="nc">MinMaxScalerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">MinMaxScalerTrainer</span><span class="o"><>();</span>
+
+<span class="c1">// Build the preprocessor.</span>
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">trainer</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">data</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p><code>MinMaxScalerTrainer</code> computes summary statistics on a data set and produces a <code>MinMaxScalerPreprocessor</code>
+The preprocessor can then transform each feature individually such that it is in the given range.</p>
+</div>
+<div class="paragraph">
+<p>To see how the <code>MinMaxScalerPreprocessor</code> can be used in practice, try <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/preprocessing/MinMaxScalerExample.java">this</a> tutorial example.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="maxabsscaler-preprocessor">MaxAbsScaler Preprocessor</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The MaxAbsScaler transforms the given dataset, rescaling each feature to the range [-1, 1] by dividing through the maximum absolute value in each feature.</p>
+</div>
+<div class="paragraph">
+<p>NOTE:It does not shift or center the data, and thus does not destroy any sparsity.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create max-abs trainer.</span>
+<span class="nc">MaxAbsScalerTrainer</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">MaxAbsScalerTrainer</span><span class="o"><>();</span>
+
+<span class="c1">// Build the preprocessor.</span>
+<span class="nc">Preprocessor</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Vector</span><span class="o">></span> <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">trainer</span>
+ <span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">data</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>From a mathematical point of view it is the following function which is applied to every element in a dataset:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/preprocessing2.png" alt="preprocessing2">
+</div>
+</div>
+<div class="paragraph">
+<p>for all i, where i is a number of column, maxabs_i is the value of the absolute maximum element in this column.</p>
+</div>
+<div class="paragraph">
+<p><code>MaxAbsScalerTrainer</code> computes summary statistics on a data set and produces a <code>MaxAbsScalerPreprocessor</code></p>
+</div>
+<div class="paragraph">
+<p>To see how the <code>MaxAbsScalerPreprocessor</code> can be used in practice, try <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/preprocessing/MaxAbsScalerExample.java">this</a> tutorial example.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#normalization-preprocessor">Normalization preprocessor</a></li>
+<li><a href="#examples">Examples</a></li>
+<li><a href="#binarization-preprocessor">Binarization preprocessor</a></li>
+<li><a href="#imputer-preprocessor">Imputer preprocessor</a></li>
+<li><a href="#one-hot-encoder-preprocessor">One-Hot Encoder preprocessor</a></li>
+<li><a href="#string-encoder-preprocessor">String Encoder preprocessor</a></li>
+<li><a href="#minmax-scaler-preprocessor">MinMax Scaler preprocessor</a></li>
+<li><a href="#maxabsscaler-preprocessor">MaxAbsScaler Preprocessor</a></li>
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diff --git a/docs/2.9.0/machine-learning/recommendation-systems.html b/docs/2.9.0/machine-learning/recommendation-systems.html
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+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class='active'
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/recommendation-systems.adoc" target="_blank">Edit</a>
+
+ <h1>Recommendation Systems</h1>
+
+ <div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+This is an experimental API that could be changed in the next releases.
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Collaborative filtering is commonly used for recommender systems. These techniques aim to fill in the missing entries of a user-item association matrix. Apache Ignite ML currently supports model-based collaborative filtering, in which users and products are described by a small set of latent factors that can be used to predict missing entries.</p>
+</div>
+<div class="paragraph">
+<p>The standard approach to matrix factorization-based collaborative filtering treats the entries in the user-item matrix as explicit preferences given by the user to the item, for example, users giving ratings to movies.</p>
+</div>
+<div class="paragraph">
+<p>Example of recommendation system based on <a href="https://grouplens.org/datasets/movielens">MovieLens dataset</a>.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">IgniteCache</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">RatingPoint</span><span class="o">></span> <span class="n">movielensCache</span> <span class="o">=</span> <span class="n">loadMovieLensDataset</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="mi">10_000</span><span class="o">);</span>
+
+<span class="nc">RecommendationTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">RecommendationTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withMaxIterations</span><span class="o">(-</span><span class="mi">1</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withMinMdlImprovement</span><span class="o">(</span><span class="mi">10</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withBatchSize</span><span class="o">(</span><span class="mi">10</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withLearningRate</span><span class="o">(</span><span class="mi">10</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withLearningEnvironmentBuilder</span><span class="o">(</span><span class="n">envBuilder</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withTrainerEnvironment</span><span class="o">(</span><span class="n">envBuilder</span><span class="o">.</span><span class="na">buildForTrainer</span><span class="o">());</span>
+
+<span class="nc">RecommendationModel</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">></span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="k">new</span> <span class="nc">CacheBasedDatasetBuilder</span><span class="o"><>(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">movielensCache</span><span class="o">));</span></code></pre>
+</div>
+</div>
+<div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+The Evaluator is not support the recommendation systems yet.
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>The next example demonstrates how to calculate metrics over the given cache manually and locally on the client node:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kt">double</span> <span class="n">mean</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span>
+
+<span class="k">try</span> <span class="o">(</span><span class="nc">QueryCursor</span><span class="o"><</span><span class="nc">Cache</span><span class="o">.</span><span class="na">Entry</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">RatingPoint</span><span class="o">>></span> <span class="n">cursor</span> <span class="o">=</span> <span class="n">movielensCache</span><span class="o">.</span><span class="na">query</span><span class="o">(</span><span class="k">new</span> <span class="nc">ScanQuery</span><span class="o"><>()))</span> <span class="o">{</span>
+ <span class="k">for</span> <span class="o">(</span><span class="nc">Cache</span><span class="o">.</span><span class="na">Entry</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">RatingPoint</span><span class="o">></span> <span class="n">e</span> <span class="o">:</span> <span class="n">cursor</span><span class="o">)</span> <span class="o">{</span>
+ <span class="nc">ObjectSubjectRatingTriplet</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">></span> <span class="n">triplet</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="na">getValue</span><span class="o">();</span>
+ <span class="n">mean</span> <span class="o">+=</span> <span class="n">triplet</span><span class="o">.</span><span class="na">getRating</span><span class="o">();</span>
+ <span class="o">}</span>
+ <span class="n">mean</span> <span class="o">/=</span> <span class="n">movielensCache</span><span class="o">.</span><span class="na">size</span><span class="o">();</span>
+<span class="o">}</span>
+
+<span class="kt">double</span> <span class="n">tss</span> <span class="o">=</span> <span class="mi">0</span><span class="o">,</span> <span class="n">rss</span> <span class="o">=</span> <span class="mi">0</span><span class="o">;</span>
+
+<span class="k">try</span> <span class="o">(</span><span class="nc">QueryCursor</span><span class="o"><</span><span class="nc">Cache</span><span class="o">.</span><span class="na">Entry</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">RatingPoint</span><span class="o">>></span> <span class="n">cursor</span> <span class="o">=</span> <span class="n">movielensCache</span><span class="o">.</span><span class="na">query</span><span class="o">(</span><span class="k">new</span> <span class="nc">ScanQuery</span><span class="o"><>()))</span> <span class="o">{</span>
+ <span class="k">for</span> <span class="o">(</span><span class="nc">Cache</span><span class="o">.</span><span class="na">Entry</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">RatingPoint</span><span class="o">></span> <span class="n">e</span> <span class="o">:</span> <span class="n">cursor</span><span class="o">)</span> <span class="o">{</span>
+ <span class="nc">ObjectSubjectRatingTriplet</span><span class="o"><</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">Integer</span><span class="o">></span> <span class="n">triplet</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="na">getValue</span><span class="o">();</span>
+ <span class="n">tss</span> <span class="o">+=</span> <span class="nc">Math</span><span class="o">.</span><span class="na">pow</span><span class="o">(</span><span class="n">triplet</span><span class="o">.</span><span class="na">getRating</span><span class="o">()</span> <span class="o">-</span> <span class="n">mean</span><span class="o">,</span> <span class="mi">2</span><span class="o">);</span>
+ <span class="n">rss</span> <span class="o">+=</span> <span class="nc">Math</span><span class="o">.</span><span class="na">pow</span><span class="o">(</span><span class="n">triplet</span><span class="o">.</span><span class="na">getRating</span><span class="o">()</span> <span class="o">-</span> <span class="n">mdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">triplet</span><span class="o">),</span> <span class="mi">2</span><span class="o">);</span>
+ <span class="o">}</span>
+<span class="o">}</span>
+
+<span class="kt">double</span> <span class="n">r2</span> <span class="o">=</span> <span class="mf">1.0</span> <span class="o">-</span> <span class="n">rss</span> <span class="o">/</span> <span class="n">tss</span><span class="o">;</span></code></pre>
+</div>
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+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
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+ <a href="/docs/2.9.0/distributed-computing/executor-service"
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+ >Executor Service</a>
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+ </li>
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+
+ <li>
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+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
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+ >MapReduce API</a>
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+ </li>
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+
+ <li>
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+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
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+ class=''
+ >Load Balancing</a>
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+ </li>
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
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+ class=''
+ >Fault Tolerance</a>
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+ </li>
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+ <li>
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+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
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+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
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+ <a href="/docs/2.9.0/events/listening-to-events"
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+ class=''
+ >Enabling and Listenting to Events</a>
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+ </li>
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+ <li>
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+ <a href="/docs/2.9.0/events/events"
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+ <a href="/docs/2.9.0/data-structures/queue-and-set"
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+ class=''
+ >Queue and Set</a>
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+ </li>
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+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
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+ </li>
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+
+
+
+
+ <li>
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+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
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+ </li>
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
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+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
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+
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+
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+ <li>
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+ <a href="/docs/2.9.0/machine-learning/machine-learning"
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+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
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+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
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+
+ <li>
+
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+ <button
+ type='button'
+ class='expanded parent '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class='active'>Decision Trees Regression</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
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+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
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+ >Preprocessing</a>
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+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
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+ </li>
+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
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+ class=''
+ >Multiclass Classification</a>
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+ </li>
+
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+
+ <li>
+
+
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+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+
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+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
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+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
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+ <li>
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+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
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+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
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+ </nav>
+
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+
+ <li>
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
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+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
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+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
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+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
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+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
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+
+ <li>
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+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
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+
+ </li>
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+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
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+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
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+
+
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+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
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+
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+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
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+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
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+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
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+
+ <li>
+
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
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+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
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+
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+
+ <li>
+
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+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
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+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
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+
+ </li>
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+
+ </li>
+
+ <li>
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ class=''
+ >Overview</a>
+
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+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
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+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
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+
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+
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+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
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+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
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+ >SQL Conformance</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
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+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
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+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
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+
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+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/regression/decision-trees-regression.adoc" target="_blank">Edit</a>
+
+ <h1>Decision Trees Regression</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Decision trees and their ensembles are popular methods for the machine learning tasks of classification and regression. Decision trees are widely used since they are easy to interpret, handle categorical features, extend to the multiclass classification setting, do not require feature scaling, and are able to capture non-linearities and feature interactions. Tree ensemble algorithms such as random forests and boosting are among the top performers for classification and regression tasks.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Decision trees are a simple yet powerful model in supervised machine learning. The main idea is to split a feature space into regions such as that the value in each region varies a little. The measure of the values' variation in a region is called the <code>impurity</code> of the region.</p>
+</div>
+<div class="paragraph">
+<p>Apache Ignite provides an implementation of the algorithm optimized for data stored in rows (see <a href="/docs/2.9.0/machine-learning/partition-based-dataset">partition-based dataset</a>.</p>
+</div>
+<div class="paragraph">
+<p>Splits are done recursively and every region created from a split can be split further. Therefore, the whole process can be described by a binary tree, where each node is a particular region and its children are the regions derived from it by another split.</p>
+</div>
+<div class="paragraph">
+<p>Let each sample from a training set belong to some space <code>S</code> and let <code>p_i</code> be a projection on a feature with index <code>i</code>, then a split by continuous feature with index <code>i</code> has the form:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/555.gif" alt="555">
+</div>
+</div>
+<div class="paragraph">
+<p>and a split by categorical feature with values from some set <code>X</code> has the form:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/666.gif" alt="666">
+</div>
+</div>
+<div class="paragraph">
+<p>Here <code>X_0</code> is a subset of <code>X</code>.</p>
+</div>
+<div class="paragraph">
+<p>The model works this way - the split process stops when either the algorithm has reached the configured maximal depth, or splitting of any region has not resulted in significant impurity loss. Prediction of a value for point <code>s</code> from <code>S</code> is a traversal of the tree down to the node that corresponds to the region containing <code>s</code> and getting back a value associated with this leaf.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The Model in a decision tree classification is represented by the class <code>DecisionTreeNode</code>. We can make a prediction for a given vector of features in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">DecisionTreeNode</span> <span class="n">mdl</span> <span class="o">=</span> <span class="o">...;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">apply</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Model is fully independent object and after the training it can be saved, serialized and restored.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer">Trainer</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>A Decision Tree algorithm can be used for classification and regression depending upon the impurity measure and node instantiation approach.</p>
+</div>
+<div class="paragraph">
+<p>The Regression Decision Tree uses the <a href="https://en.wikipedia.org/wiki/Mean_squared_error" target="_blank" rel="noopener">MSE</a> impurity measure and you can use it in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create decision tree classification trainer.</span>
+<span class="nc">DecisionTreeRegressionTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">DecisionTreeRegressionTrainer</span><span class="o">(</span>
+ <span class="mi">4</span><span class="o">,</span> <span class="c1">// Max deep.</span>
+ <span class="mi">0</span> <span class="c1">// Min impurity decrease.</span>
+<span class="o">);</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">DecisionTreeNode</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="examples">Examples</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how the Decision Tree can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/tree/DecisionTreeRegressionTrainerExample.java" target="_blank" rel="noopener">regression example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
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diff --git a/docs/2.9.0/machine-learning/regression/introduction.html b/docs/2.9.0/machine-learning/regression/introduction.html
new file mode 100644
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+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class='active'>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
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+
+ <h1>Introduction</h1>
+
+ <div class="paragraph">
+<p>Regression is a ML algorithm that can be trained to predict real numbered outputs, like temperature, stock price, etc. Regression is based on a hypothesis that can be linear, quadratic, polynomial, non-linear, etc. The hypothesis is a function that is based on some hidden parameters and the input values.</p>
+</div>
+<div class="paragraph">
+<p>All existing training algorithms presented in this section are designed to solve regression tasks:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>Linear Regression</p>
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+<li>
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diff --git a/docs/2.9.0/machine-learning/regression/knn-regression.html b/docs/2.9.0/machine-learning/regression/knn-regression.html
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+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class='active'>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/regression/knn-regression.adoc" target="_blank">Edit</a>
+
+ <h1>k-NN Regression</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>The Apache Ignite Machine Learning component provides two versions of the widely used k-NN (k-nearest neighbors) algorithm - one for classification tasks and the other for regression tasks.</p>
+</div>
+<div class="paragraph">
+<p>This documentation reviews k-NN as a solution for regression tasks.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainer-and-model">Trainer and Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The k-NN regression algorithm is a non-parametric method whose input consists of the k-closest training examples in the feature space. Each training example has a property value in a numerical form associated with the given training example.</p>
+</div>
+<div class="paragraph">
+<p>The k-NN regression algorithm uses all training sets to predict a property value for the given test sample.
+This predicted property value is an average of the values of its k nearest neighbors. If <code>k</code> is <code>1</code>, then the test sample is simply assigned to the property value of a single nearest neighbor.</p>
+</div>
+<div class="paragraph">
+<p>Presently, Ignite supports a few parameters for k-NN regression algorithm:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>k</code> - a number of nearest neighbors</p>
+</li>
+<li>
+<p><code>distanceMeasure</code> - one of the distance metrics provided by the ML framework such as Euclidean, Hamming or Manhattan</p>
+</li>
+<li>
+<p><code>isWeighted</code> - false by default, if true it enables a weighted KNN algorithm.</p>
+</li>
+<li>
+<p><code>dataCache</code> - holds a training set of objects for which the class is already known.</p>
+</li>
+<li>
+<p><code>indexType</code> - distributed spatial index, has three values: ARRAY, KD_TREE, BALL_TREE</p>
+</li>
+</ul>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create trainer</span>
+<span class="nc">KNNRegressionTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">KNNRegressionTrainer</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">withK</span><span class="o">(</span><span class="mi">5</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withIdxType</span><span class="o">(</span><span class="nc">SpatialIndexType</span><span class="o">.</span><span class="na">BALL_TREE</span><span class="o">)</span>
+ <span class="o">.</span><span class="na">withDistanceMeasure</span><span class="o">(</span><span class="k">new</span> <span class="nc">ManhattanDistance</span><span class="o">())</span>
+ <span class="o">.</span><span class="na">withWeighted</span><span class="o">(</span><span class="kc">true</span><span class="o">);</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">KNNClassificationModel</span> <span class="n">knnMdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span>
+ <span class="n">ignite</span><span class="o">,</span>
+ <span class="n">dataCache</span><span class="o">,</span>
+ <span class="n">vectorizer</span>
+<span class="o">);</span>
+
+<span class="c1">// Make a prediction.</span>
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">knnMdl</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="example">Example</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how kNN Regression can be used in practice, try this <a href="https://github.com/apache/ignite/blob/master/examples/src/main/java/org/apache/ignite/examples/ml/knn/KNNRegressionExample.java" target="_blank" rel="noopener">example</a> that is available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+<div class="paragraph">
+<p>The training dataset is the Iris dataset which can be loaded from the <a href="https://archive.ics.uci.edu/ml/datasets/iris" target="_blank" rel="noopener">UCI Machine Learning Repository</a>.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
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diff --git a/docs/2.9.0/machine-learning/regression/linear-regression.html b/docs/2.9.0/machine-learning/regression/linear-regression.html
new file mode 100644
index 0000000..b6f3fe4
--- /dev/null
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@@ -0,0 +1,2533 @@
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+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='expanded parent '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages expanded parent">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class='active'>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
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+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/regression/linear-regression.adoc" target="_blank">Edit</a>
+
+ <h1>Linear Regression</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Apache Ignite supports the ordinary least squares Linear Regression algorithm - one of the most basic and powerful machine learning algorithms. This documentation describes how the algorithm works, and is implemented in Apache Ignite.</p>
+</div>
+<div class="paragraph">
+<p>The basic idea behind the Linear Regression algorithm is an assumption that a dependent variable <code>y</code> and an explanatory variable <code>x</code> are in the following relationship:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/111.gif" alt="111">
+</div>
+</div>
+<div class="paragraph">
+<p>WARNING:Be aware that further documentation uses a dot product of vectors <code>x</code> and <code>b</code>, and explicitly avoids using a constant term. It is mathematically correct in the case where vector <code>x</code> is supplemented by one value equal to 1.</p>
+</div>
+<div class="paragraph">
+<p>The above assumption allows us to make a prediction based on a feature vector <code>x</code> if a vector <code>b</code> is known. This fact is reflected in Apache Ignite in the <code>LinearRegressionModel</code> class responsible for making predictions.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="model">Model</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>A Model in the case of linear regression is represented by the class <code>LinearRegressionModel</code>. It enables a prediction to be made for a given vector of features, in the following way:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">LinearRegressionModel</span> <span class="n">model</span> <span class="o">=</span> <span class="o">...;</span>
+
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="na">predict</span><span class="o">(</span><span class="n">observation</span><span class="o">);</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Model is fully independent object and after the training it can be saved, serialized and restored.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="trainers">Trainers</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Linear Regression is a supervised learning algorithm. This means that to find parameters (vector <code>b</code>), we need to train on a training dataset and minimize the loss function:</p>
+</div>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/222.gif" alt="222">
+</div>
+</div>
+<div class="paragraph">
+<p>Apache Ignite provides two linear regression trainers: trainer based on the LSQR algorithm and another trainer based on the Stochastic Gradient Descent method.</p>
+</div>
+<div class="sect2">
+<h3 id="lsqr-trainer">LSQR Trainer</h3>
+<div class="paragraph">
+<p>The LSQR algorithm finds the least-squares solution to a large, sparse, linear system of equations. The Apache Ignite implementation is a distributed version of this algorithm.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create linear regression trainer.</span>
+<span class="nc">LinearRegressionLSQRTrainer</span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">LinearRegressionLSQRTrainer</span><span class="o">();</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">LinearRegressionModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span>
+
+<span class="c1">// Make a prediction.</span>
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">apply</span><span class="o">(</span><span class="n">coordinates</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="sgd-trainer">SGD Trainer</h3>
+<div class="paragraph">
+<p>Another Linear Regression Trainer uses the stochastic gradient descent method to find a minimum of the loss function. The configuration of this trainer is similar to <a href="/docs/2.9.0/machine-learning/binary-classification/multilayer-perceptron">multilayer perceptron trainer</a> configuration and we can specify the type of updater (<code>SGD</code>, <code>RProp</code> of <code>Nesterov</code>), max number of iterations, batch size, number of local iterations and seed.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">// Create linear regression trainer.</span>
+<span class="nc">LinearRegressionSGDTrainer</span><span class="o"><?></span> <span class="n">trainer</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">LinearRegressionSGDTrainer</span><span class="o"><>(</span>
+ <span class="k">new</span> <span class="nc">UpdatesStrategy</span><span class="o"><>(</span>
+ <span class="k">new</span> <span class="nf">RPropUpdateCalculator</span><span class="o">(),</span>
+ <span class="nl">RPropParameterUpdate:</span><span class="o">:</span><span class="n">sumLocal</span><span class="o">,</span>
+ <span class="nl">RPropParameterUpdate:</span><span class="o">:</span><span class="n">avg</span>
+ <span class="o">),</span>
+ <span class="mi">100000</span><span class="o">,</span> <span class="c1">// Max iterations.</span>
+ <span class="mi">10</span><span class="o">,</span> <span class="c1">// Batch size.</span>
+ <span class="mi">100</span><span class="o">,</span> <span class="c1">// Local iterations.</span>
+ <span class="mi">123L</span> <span class="c1">// Random seed.</span>
+<span class="o">);</span>
+
+<span class="c1">// Train model.</span>
+<span class="nc">LinearRegressionModel</span> <span class="n">mdl</span> <span class="o">=</span> <span class="n">trainer</span><span class="o">.</span><span class="na">fit</span><span class="o">(</span><span class="n">ignite</span><span class="o">,</span> <span class="n">dataCache</span><span class="o">,</span> <span class="n">vectorizer</span><span class="o">);</span>
+
+<span class="c1">// Make a prediction.</span>
+<span class="kt">double</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">mdl</span><span class="o">.</span><span class="na">apply</span><span class="o">(</span><span class="n">coordinates</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="examples">Examples</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To see how the Linear Regression can be used in practice, try these <a href="https://github.com/apache/ignite/tree/master/examples/src/main/java/org/apache/ignite/examples/ml/regression/linear">examples</a> that are available on GitHub and delivered with every Apache Ignite distribution.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#overview">Overview</a></li>
+<li><a href="#model">Model</a></li>
+<li><a href="#trainers">Trainers</a>
+<ul class="sectlevel2">
+<li><a href="#lsqr-trainer">LSQR Trainer</a></li>
+<li><a href="#sgd-trainer">SGD Trainer</a></li>
+</ul>
+</li>
+<li><a href="#examples">Examples</a></li>
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diff --git a/docs/2.9.0/machine-learning/updating-trained-models.html b/docs/2.9.0/machine-learning/updating-trained-models.html
new file mode 100644
index 0000000..c0961e9
--- /dev/null
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@@ -0,0 +1,2565 @@
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+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle expanded '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class='active'
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/machine-learning/updating-trained-models.adoc" target="_blank">Edit</a>
+
+ <h1>Updating Trained Models</h1>
+
+ <div id="preamble">
+<div class="sectionbody">
+<div class="paragraph">
+<p>Updating Already Trained Models in Apache Ignite</p>
+</div>
+<div class="paragraph">
+<p>The model updating interface in Ignite ML provides relearning of an already trained model on a new portion of data using the state of the model trained earlier. This interface is represented in the DatasetTrainer class and it repeats the training interface with an already learned model as the first parameter:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p>M update (M mdl, DatasetBuilder<K, V> datasetBuilder, IgniteBiFunction<K, V, Vector> featureExtractor, IgniteBiFunction<K, V, L> lbExtractor).</p>
+</li>
+<li>
+<p>M update (M mdl, Ignite ignite, IgniteCache<K, V> cache, IgniteBiFunction<K, V, Vector> featureExtractor, IgniteBiFunction<K, V, L> lbExtractor).</p>
+</li>
+<li>
+<p>M update (M mdl, Ignite ignite, IgniteCache<K, V> cache, IgniteBiPredicate<K, V> filter, IgniteBiFunction<K, V, Vector> featureExtractor, IgniteBiFunction<K, V, L> lbExtractor).</p>
+</li>
+<li>
+<p>M update(M mdl, Map<K, V> data, int parts, IgniteBiFunction<K, V, Vector> featureExtractor, IgniteBiFunction<K, V, L> lbExtractor).</p>
+</li>
+<li>
+<p>M update (M mdl, Map<K, V> data, IgniteBiPredicate<K, V> filter, int parts, IgniteBiFunction<K, V, Vector> featureExtractor, IgniteBiFunction<K, V, L> lbExtractor).</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>The interface brings online learning and online batch learning. Online learning means that you can train a model and when you get a new example for learning, such as clicks on a website, you can update the model as if the model were trained on this example too. Batch online learning requires a batch of examples instead of one training example for model update. Some models allow both update strategies, some allow only batch updating. It depends upon the learning algorithm. Further details of model update capabilities in terms of online and batch online learning can be found below.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+<div class="paragraph">
+<p>The new portion of data should be compatible with the first trainer’s parameters and previous dataset that was used for previous pieces of training in terms of feature vector size and feature value distributions. For example, if you train an ANN model then you should provide the trainer with distance measure and candidates parameter count as at the first learning stage. If you update k-means then the new dataset should contain at least k-rows.</p>
+</div>
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Each model has a special implementation of this interface. Read the next section to get more information about the updating process for each algorithm.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="kmeans">KMeans</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Model updating takes already learned centroids and updates them by new rows. We recommend to use batch online learning for this model. First, the dataset should have a size equal to the k-value at least. Second, a dataset with a small number of rows can move centroids to invalid positions.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="knn">KNN</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Model updating just adds a new dataset to the old dataset. In this case, model updating isn’t restricted.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="ann">ANN</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>As in the case of KNN, a new trainer should provide the same distance measure and k-value. Those parameters are important because internally ANN use KMeans and statistics over centroids provided by KMeans. During an update, the trainer gets statistics over centroids from the last learning and updates it with new observations. From this point of view, ANN allows “mini-batch” online learning where batch size is equal to the k-parameter.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="neural-network-nn">Neural Network (NN)</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>NN updating just gets current neural network state and updates it according to the gradient of error on a new dataset. In this case the NN requires only feature vector compatibility between different datasets.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="logistic-regression">Logistic Regression</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>Logistic regression inherits all restrictions from the neural network trainer because it uses perceptron internally.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="linear-regression">Linear Regression</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The LinearRegressionSGD trainer inherits all restrictions from the neural network trainer. LinearRegressionLSQRTrainer restores state from the last learning and uses it as a first approximation in learning on a new dataset. In this way, LinearRegressionLSQRTrainer also requires only feature vectors compatibility.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="svm">SVM</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>SVM trainer uses the state of a learned model as first approximation during a training process. From this point of view, the algorithm only requires feature vectors compatibility.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="decision-tree">Decision Tree</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>There is no correct implementation for decision tree updating. Updating learns a new model on a given dataset.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="gdb">GDB</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>GDB trainer updating gets already learned models from composition and tries to minimize the error gradient on a given dataset through learning of new models predicting gradient. It also uses a convergence checker and if there is no large error on a new dataset then GDB skips the update stage. From this point of view, GDB requires only feature vector compatibility.</p>
+</div>
+<div class="admonitionblock note">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Note</div>
+</td>
+<td class="content">
+Every update can increase the model composition size. All models depend upon each other. So, frequent updating based upon small datasets can produce an enormous model that requires a lot of memory.
+</td>
+</tr>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="random-forest-rf">Random Forest (RF)</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>The RF trainer just learns new decision trees on a given dataset and adds them to an already learned composition. In this way, RF requires feature vector compatibility and the dataset should have a size bigger than one element because a decision tree cannot be trained on such a small dataset. In contrast to GDB models in a trained composition, RF models aren’t dependent upon each other and if the composition is too big then a user can manually remove some models.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#kmeans">KMeans</a></li>
+<li><a href="#knn">KNN</a></li>
+<li><a href="#ann">ANN</a></li>
+<li><a href="#neural-network-nn">Neural Network (NN)</a></li>
+<li><a href="#logistic-regression">Logistic Regression</a></li>
+<li><a href="#linear-regression">Linear Regression</a></li>
+<li><a href="#svm">SVM</a></li>
+<li><a href="#decision-tree">Decision Tree</a></li>
+<li><a href="#gdb">GDB</a></li>
+<li><a href="#random-forest-rf">Random Forest (RF)</a></li>
+</ul>
+
+
+<footer>
+</footer>
+
+</nav>
+
+</section>
+<script type='module' src='/assets/js/code-copy-to-clipboard.js' async crossorigin></script>
+
+ <script>
+ // inits deep anchors -- needs to be done here because of https://www.bryanbraun.com/anchorjs/#dont-run-it-too-late
+ anchors.add('.page-docs h1, .page-docs h2, .page-docs h3:not(.discrete), .page-docs h4, .page-docs h5');
+ anchors.options = {
+ placement: 'right',
+ visible: 'always'
+ };
+ </script>
+ <!-- load google fonts async -->
+ <script type="text/javascript">
+ WebFontConfig = {
+ google: { families: [ 'Open+Sans:300,400,600,700&display=swap' ] }
+ };
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+ wf.src = 'https://ajax.googleapis.com/ajax/libs/webfont/1/webfont.js';
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+ <script src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
+ <script>
+ docsearch({
+ // Your apiKey and indexName will be given to you once
+ // we create your config
+ apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
+ indexName: 'apache_ignite',
+ // Replace inputSelector with a CSS selector
+ // matching your search input
+ inputSelector: '#search-input',
+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
+ // Set debug to true to inspect the dropdown
+ debug: false,
+ });
+ </script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
+</body>
+
+</html>
diff --git a/docs/2.9.0/memory-architecture.html b/docs/2.9.0/memory-architecture.html
index d791155..ae671ba 100644
--- a/docs/2.9.0/memory-architecture.html
+++ b/docs/2.9.0/memory-architecture.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/memory-architecture" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1983,8 +2544,8 @@
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});
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+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/memory-configuration/data-regions.html b/docs/2.9.0/memory-configuration/data-regions.html
index 5d41d1b..2d8c721 100644
--- a/docs/2.9.0/memory-configuration/data-regions.html
+++ b/docs/2.9.0/memory-configuration/data-regions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/memory-configuration/data-regions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
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+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2075,8 +2636,8 @@
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});
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+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
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</html>
diff --git a/docs/2.9.0/memory-configuration/eviction-policies.html b/docs/2.9.0/memory-configuration/eviction-policies.html
index 3903859..6354fb1 100644
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+++ b/docs/2.9.0/memory-configuration/eviction-policies.html
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<link rel="canonical" href="/docs/2.9.0/memory-configuration/eviction-policies" />
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+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
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+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2166,8 +2727,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/memory-configuration/index.html b/docs/2.9.0/memory-configuration/index.html
index a93c01c..dd73f4b 100644
--- a/docs/2.9.0/memory-configuration/index.html
+++ b/docs/2.9.0/memory-configuration/index.html
@@ -25,12 +25,12 @@
<link rel="canonical" href="/docs/2.9.0/memory-configuration/index" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -801,6 +801,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1217,6 +1224,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1506,6 +1917,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1642,6 +2095,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1652,6 +2200,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1864,8 +2425,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/cluster-id.html b/docs/2.9.0/monitoring-metrics/cluster-id.html
index 4d0e3ba..8d1d853 100644
--- a/docs/2.9.0/monitoring-metrics/cluster-id.html
+++ b/docs/2.9.0/monitoring-metrics/cluster-id.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/cluster-id" />
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+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1836,7 +2397,7 @@
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">Tag</p></td>
-<td class="tableblock halign-left valign-top"><p class="tableblock">long</p></td>
+<td class="tableblock halign-left valign-top"><p class="tableblock">String</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">The cluster tag.</p></td>
</tr>
</tbody>
@@ -1934,8 +2495,8 @@
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-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/configuring-metrics.html b/docs/2.9.0/monitoring-metrics/configuring-metrics.html
index 4d75f71..4ba4eda 100644
--- a/docs/2.9.0/monitoring-metrics/configuring-metrics.html
+++ b/docs/2.9.0/monitoring-metrics/configuring-metrics.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/configuring-metrics" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2161,8 +2722,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/intro.html b/docs/2.9.0/monitoring-metrics/intro.html
index f66ed07..34639f1 100644
--- a/docs/2.9.0/monitoring-metrics/intro.html
+++ b/docs/2.9.0/monitoring-metrics/intro.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/intro" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1956,8 +2517,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/metrics.html b/docs/2.9.0/monitoring-metrics/metrics.html
index 14a1250..e7695a3 100644
--- a/docs/2.9.0/monitoring-metrics/metrics.html
+++ b/docs/2.9.0/monitoring-metrics/metrics.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/metrics" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2875,8 +3436,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/new-metrics-system.html b/docs/2.9.0/monitoring-metrics/new-metrics-system.html
index 2b877fa..428c2cb 100644
--- a/docs/2.9.0/monitoring-metrics/new-metrics-system.html
+++ b/docs/2.9.0/monitoring-metrics/new-metrics-system.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/new-metrics-system" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947897">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947897"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2165,8 +2726,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947897' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947897' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/new-metrics.html b/docs/2.9.0/monitoring-metrics/new-metrics.html
index 1e7e71e..d46e013 100644
--- a/docs/2.9.0/monitoring-metrics/new-metrics.html
+++ b/docs/2.9.0/monitoring-metrics/new-metrics.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/new-metrics" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -3098,8 +3659,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/system-views.html b/docs/2.9.0/monitoring-metrics/system-views.html
index 0c5a693..8b60446 100644
--- a/docs/2.9.0/monitoring-metrics/system-views.html
+++ b/docs/2.9.0/monitoring-metrics/system-views.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/system-views" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -4077,8 +4638,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/monitoring-metrics/tracing.html b/docs/2.9.0/monitoring-metrics/tracing.html
index 95c198e..55b6ed1 100644
--- a/docs/2.9.0/monitoring-metrics/tracing.html
+++ b/docs/2.9.0/monitoring-metrics/tracing.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/monitoring-metrics/tracing" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2173,8 +2734,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/near-cache.html b/docs/2.9.0/near-cache.html
index 4ef9b9c..c3ed90e 100644
--- a/docs/2.9.0/near-cache.html
+++ b/docs/2.9.0/near-cache.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/near-cache" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2064,8 +2625,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/partition-loss-policy.html b/docs/2.9.0/partition-loss-policy.html
index 3cba5fe..39dcb5f 100644
--- a/docs/2.9.0/partition-loss-policy.html
+++ b/docs/2.9.0/partition-loss-policy.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/partition-loss-policy" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2097,8 +2658,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/peer-class-loading.html b/docs/2.9.0/peer-class-loading.html
index 463ac5b..fed4f5e 100644
--- a/docs/2.9.0/peer-class-loading.html
+++ b/docs/2.9.0/peer-class-loading.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/peer-class-loading" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='active' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1795,7 +2356,7 @@
<div class="paragraph">
<p>Peer class loading refers to loading classes from a local node where they are defined to remote nodes.
With peer class loading enabled, you don’t have to manually deploy your Java code on each node in the cluster and re-deploy it each time it changes.
-Ignite automatically loads the classes from the node where they are defined to the nodes where they are required.</p>
+Ignite automatically loads the classes from the node where they are defined to the nodes where they are used.</p>
</div>
<div class="paragraph">
<p>For example, when <a href="/docs/2.9.0/key-value-api/using-scan-queries">querying data</a> with a custom transformer, you only need to define your tasks on the client node that initiates the computation, and Ignite loads the classes to the server nodes.</p>
@@ -1856,7 +2417,7 @@
<div class="ulist">
<ul>
<li>
-<p>Ignite checks if the class is available in the local classpath, i.e. if it has been loaded at system initialization, and if it has, it is returned. No class loading from a peer node takes place in this case.</p>
+<p>Ignite checks if the class is available in the local classpath, i.e. if it was loaded during system initialization, and if it was, it is returned. No class loading from a peer node takes place in this case.</p>
</li>
<li>
<p>If the class is not available locally, then a request for the class definition is sent to the originating node. The originating node sends the class’s byte-code and the class is loaded on the worker node. This happens once per class. When the class definition is loaded on a node, it does not have to be loaded again.</p>
@@ -2113,8 +2674,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/persistence/custom-cache-store.html b/docs/2.9.0/persistence/custom-cache-store.html
index 8cb6dda..f6bcdda 100644
--- a/docs/2.9.0/persistence/custom-cache-store.html
+++ b/docs/2.9.0/persistence/custom-cache-store.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/persistence/custom-cache-store" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2006,8 +2567,8 @@
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
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diff --git a/docs/2.9.0/persistence/disk-compression.html b/docs/2.9.0/persistence/disk-compression.html
index 0beca34..29cbe61 100644
--- a/docs/2.9.0/persistence/disk-compression.html
+++ b/docs/2.9.0/persistence/disk-compression.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/persistence/disk-compression" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1952,8 +2513,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/persistence/external-storage.html b/docs/2.9.0/persistence/external-storage.html
index dfb14f9..4ee720c 100644
--- a/docs/2.9.0/persistence/external-storage.html
+++ b/docs/2.9.0/persistence/external-storage.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/persistence/external-storage" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1813,8 +2374,10 @@
</li>
</ul>
</div>
-<div class="paragraph">
-<p><span class="image"><img src="/docs/2.9.0/images/3rd_party_persistence.png" alt="3rd party persistence"></span></p>
+<div class="imageblock">
+<div class="content">
+<img src="/docs/2.9.0/images/external_storage.png" alt="external storage">
+</div>
</div>
<div class="paragraph">
<p>The <code>CacheStore</code> interface extends both <code>javax.cache.integration.CacheLoader</code> and <code>javax.cache.integration.CacheWriter</code>, which are used for <em>read-through</em> and <em>write-through</em> features respectively. You can also implement each of the interfaces individually and provide them to the cache configuration separately.</p>
@@ -2328,8 +2891,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/persistence/native-persistence.html b/docs/2.9.0/persistence/native-persistence.html
index a3be5de..0a8c568 100644
--- a/docs/2.9.0/persistence/native-persistence.html
+++ b/docs/2.9.0/persistence/native-persistence.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/persistence/native-persistence" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2436,8 +2997,8 @@
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/persistence/persistence-tuning.html b/docs/2.9.0/persistence/persistence-tuning.html
index e16d674..5dbd692 100644
--- a/docs/2.9.0/persistence/persistence-tuning.html
+++ b/docs/2.9.0/persistence/persistence-tuning.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/persistence/persistence-tuning" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2308,8 +2869,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/persistence/swap.html b/docs/2.9.0/persistence/swap.html
index 6196c48..06f51bb 100644
--- a/docs/2.9.0/persistence/swap.html
+++ b/docs/2.9.0/persistence/swap.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/persistence/swap" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1814,9 +2375,9 @@
</td>
<td class="content">
<div class="paragraph">
-<p>Since swap space is located on disk, it should not be considered as a replacement to native persistence.
-Data from the swap space is available as long as the node is active. Once the node shuts down, the data lost.
-To ensure that data is available at all times, you should either enable <a href="/docs/2.9.0/persistence/native-persistence/">native persistence</a> or use an <a href="/docs/2.9.0/persistence/external-storage">external storage</a>.</p>
+<p>Since swap space is located on disk, it should not be considered as a replacement for native persistence.
+Data from the swap space is available as long as the node is active. Once the node shuts down, the data is lost.
+To ensure that data is always available, you should either enable <a href="/docs/2.9.0/persistence/native-persistence/">native persistence</a> or use an <a href="/docs/2.9.0/persistence/external-storage">external storage</a>.</p>
</div>
</td>
</tr>
@@ -1985,8 +2546,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/platform-cache.html b/docs/2.9.0/platform-cache.html
index 64307d3..7f85386 100644
--- a/docs/2.9.0/platform-cache.html
+++ b/docs/2.9.0/platform-cache.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/platform-cache" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2079,8 +2640,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/plugins.html b/docs/2.9.0/plugins.html
index 0a561c0..77d3aab 100644
--- a/docs/2.9.0/plugins.html
+++ b/docs/2.9.0/plugins.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/plugins" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2181,8 +2742,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
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diff --git a/docs/2.9.0/preface.html b/docs/2.9.0/preface.html
index 77cdcb7..684b857 100644
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+++ b/docs/2.9.0/preface.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/preface" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1904,8 +2465,8 @@
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});
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
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+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
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diff --git a/docs/2.9.0/quick-start/cpp.html b/docs/2.9.0/quick-start/cpp.html
index 3672cfa..8709594 100644
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@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/cpp" />
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<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2151,8 +2712,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/quick-start/dotnet.html b/docs/2.9.0/quick-start/dotnet.html
index 131f2b6..16a9f18 100644
--- a/docs/2.9.0/quick-start/dotnet.html
+++ b/docs/2.9.0/quick-start/dotnet.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/dotnet" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1870,7 +2431,7 @@
<pre class="rouge highlight"><code data-lang="csharp"><span class="k">using</span> <span class="nn">System</span><span class="p">;</span>
<span class="k">using</span> <span class="nn">Apache.Ignite.Core</span><span class="p">;</span>
-<span class="k">namespace</span> <span class="nn">ggqsg</span>
+<span class="k">namespace</span> <span class="nn">IgniteTest</span>
<span class="p">{</span>
<span class="k">class</span> <span class="nc">Program</span>
<span class="p">{</span>
@@ -1974,8 +2535,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/quick-start/index.html b/docs/2.9.0/quick-start/index.html
index fae944e..9194e86 100644
--- a/docs/2.9.0/quick-start/index.html
+++ b/docs/2.9.0/quick-start/index.html
@@ -25,12 +25,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/index" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -801,6 +801,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1217,6 +1224,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1506,6 +1917,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1642,6 +2095,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1652,6 +2200,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1864,8 +2425,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
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diff --git a/docs/2.9.0/quick-start/java.html b/docs/2.9.0/quick-start/java.html
index 9ec7745..66ed73f 100644
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+++ b/docs/2.9.0/quick-start/java.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/java" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655899">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655899"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2241,8 +2802,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655899' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655899' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/quick-start/nodejs.html b/docs/2.9.0/quick-start/nodejs.html
index 1cfd8b5..2159603 100644
--- a/docs/2.9.0/quick-start/nodejs.html
+++ b/docs/2.9.0/quick-start/nodejs.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/nodejs" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2093,8 +2654,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/quick-start/php.html b/docs/2.9.0/quick-start/php.html
index f887d32..e86cf58 100644
--- a/docs/2.9.0/quick-start/php.html
+++ b/docs/2.9.0/quick-start/php.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/php" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2103,8 +2664,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
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diff --git a/docs/2.9.0/quick-start/python.html b/docs/2.9.0/quick-start/python.html
index dcd646e..52f058a 100644
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+++ b/docs/2.9.0/quick-start/python.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/python" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
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+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2079,8 +2640,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/quick-start/restapi.html b/docs/2.9.0/quick-start/restapi.html
index d3574da..93a26ac 100644
--- a/docs/2.9.0/quick-start/restapi.html
+++ b/docs/2.9.0/quick-start/restapi.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/restapi" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2080,8 +2641,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/quick-start/sql.html b/docs/2.9.0/quick-start/sql.html
index 65cf220..5359a25 100644
--- a/docs/2.9.0/quick-start/sql.html
+++ b/docs/2.9.0/quick-start/sql.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/quick-start/sql" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2097,8 +2658,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/read-repair.html b/docs/2.9.0/read-repair.html
index da38e86..463561d 100644
--- a/docs/2.9.0/read-repair.html
+++ b/docs/2.9.0/read-repair.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/read-repair" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1844,7 +2405,7 @@
<h2 id="transactional-caches">Transactional Caches</h2>
<div class="sectionbody">
<div class="paragraph">
-<p>Values across the topology will be replaced by the latest versioned value.</p>
+<p>All values across the topology are replaced with the latest version.</p>
</div>
<div class="ulist">
<ul>
@@ -1872,7 +2433,10 @@
<p>The consistency violation exception is thrown if differences are found.</p>
</div>
<div class="paragraph">
-<p>Due to the nature of the atomic cache, false-positive results can be observed. For example, an attempt to check consistency under cache loading may lead to consistency violation exception. By default, the implementation tries to check the given key three times. The number of attempts can be changed by setting <code>IGNITE_NEAR_GET_MAX_REMAPS</code> system property.</p>
+<p>Due to the nature of the atomic cache, false-positive results can be observed. For example, an attempt to check consistency under load may lead to consistency violation exception. By default, the implementation tries to check the given key three times. The number of attempts can be changed by setting <code>IGNITE_NEAR_GET_MAX_REMAPS</code> system property.</p>
+</div>
+<div class="paragraph">
+<p>Be aware that the consistency violation event will not be fired for atomic caches.</p>
</div>
</div>
</div>
@@ -1935,8 +2499,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/restapi.html b/docs/2.9.0/restapi.html
index a11645f..b0c89f8 100644
--- a/docs/2.9.0/restapi.html
+++ b/docs/2.9.0/restapi.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/restapi" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -5916,8 +6477,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/security/authentication.html b/docs/2.9.0/security/authentication.html
index 4cb30b0..ed9be84 100644
--- a/docs/2.9.0/security/authentication.html
+++ b/docs/2.9.0/security/authentication.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/security/authentication" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1943,8 +2504,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/security/index.html b/docs/2.9.0/security/index.html
index d30f388..6eee704 100644
--- a/docs/2.9.0/security/index.html
+++ b/docs/2.9.0/security/index.html
@@ -25,12 +25,12 @@
<link rel="canonical" href="/docs/2.9.0/security/index" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -801,6 +801,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1217,6 +1224,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1506,6 +1917,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1642,6 +2095,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1652,6 +2200,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1908,8 +2469,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/security/master-key-rotation.html b/docs/2.9.0/security/master-key-rotation.html
index 0a45064..b46881a 100644
--- a/docs/2.9.0/security/master-key-rotation.html
+++ b/docs/2.9.0/security/master-key-rotation.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/security/master-key-rotation" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2050,8 +2611,8 @@
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diff --git a/docs/2.9.0/security/ssl-tls.html b/docs/2.9.0/security/ssl-tls.html
index efb1981..1334dba 100644
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<link rel="canonical" href="/docs/2.9.0/security/ssl-tls" />
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<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2186,8 +2747,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/security/tde.html b/docs/2.9.0/security/tde.html
index 52acded..37109d5 100644
--- a/docs/2.9.0/security/tde.html
+++ b/docs/2.9.0/security/tde.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/security/tde" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2056,8 +2617,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/services/services.html b/docs/2.9.0/services/services.html
new file mode 100644
index 0000000..4f495a3a
--- /dev/null
+++ b/docs/2.9.0/services/services.html
@@ -0,0 +1,2817 @@
+<!DOCTYPE html>
+
+
+
+<html lang="en">
+<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-61232409-1"></script>
+ <script>
+ window.dataLayer = window.dataLayer || [];
+ function gtag(){dataLayer.push(arguments);}
+ gtag('js', new Date());
+
+ gtag('config', 'UA-61232409-1');
+ </script>
+
+
+
+ <meta charset="UTF-8">
+ <meta name="ignite-version" content="2.9.0" />
+ <title>Services | Ignite Documentation</title>
+
+ <link rel="canonical" href="/docs/2.9.0/services/services" />
+
+
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
+ <link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
+ <link rel="shortcut icon" href="/favicon.ico">
+ <meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
+
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
+
+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
+
+
+</head>
+<body>
+ <header>
+ <div class="container">
+ <button type='button' class='menu' title='Docs menu'>
+ <img src="/assets/images/menu-icon.svg"/>
+ </button>
+ <div class='home'>
+ <a href="/" class='home' title='Apache Ignite home'>
+ <img src="/assets/images/apache_ignite_logo.svg" alt="Apache Ignite logo" width="103" >
+ </a>
+ </div>
+
+ <nav>
+
+ </nav>
+
+ <select id="version-selector">
+ <option value="2.9.0">2.9.0</option>
+ </select>
+
+ <a href="https://github.com/apache/ignite" title='GitHub' class='github' target="_blank">
+ <img src="/assets/images/github-gray.svg" alt="GitHub logo">
+ </a>
+
+ <form class='search'>
+ <button class="search-close" type='button'><img src='/assets/images/cancel.svg'></button>
+ <input type="search" placeholder="Search…" id="search-input">
+ </form>
+ <button type='button' class='search-toggle'><img src='/assets/images/search.svg'></button>
+ <button type='button' class='top-nav-toggle'>â‹®</button>
+
+
+
+ </div>
+</header>
+
+
+ <link rel="stylesheet" href="/assets/css/docs.css">
+<section class='page-docs'>
+
+
+
+
+<nav class='left-nav' data-swiftype-index='false'>
+
+
+ <li>
+
+
+ <a href="/docs/2.9.0/preface" class='' >Preface</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Quick Start Guides<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/java"
+
+ class=''
+ >Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/dotnet"
+
+ class=''
+ >.NET/C#</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/cpp"
+
+ class=''
+ >C++</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/python"
+
+ class=''
+ >Python</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/nodejs"
+
+ class=''
+ >Node.JS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/sql"
+
+ class=''
+ >SQL</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/php"
+
+ class=''
+ >PHP</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/quick-start/restapi"
+
+ class=''
+ >REST API</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/installation" class='group-toggle collapsed '>Installation<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-zip"
+
+ class=''
+ >Installing Using ZIP Archive</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/installing-using-docker"
+
+ class=''
+ >Installing Using Docker</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/installation/deb-rpm"
+
+ class=''
+ >Installing DEB or RPM package</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Kubernetes<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//installation/kubernetes/gke-deployment" class=''>Google Kubernetes Engine</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Setting Up<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup"
+
+ class=''
+ >Setting Up Ignite for Java</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/setup-dotnet"
+
+ class=''
+ >Setting Up Ignite for .NET/C#</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/understanding-configuration" class='' >Understanding Configuration</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/logging" class='' >Configuring Logging</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/clustering"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/tcp-ip-discovery"
+
+ class=''
+ >TCP/IP Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/zookeeper-discovery"
+
+ class=''
+ >ZooKeeper Discovery</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/discovery-in-the-cloud"
+
+ class=''
+ >Discovery in the Cloud</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/network-configuration"
+
+ class=''
+ >Network Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/connect-client-nodes"
+
+ class=''
+ >Connecting Client Nodes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/clustering/running-client-nodes-behind-nat"
+
+ class=''
+ >Running Client Nodes Behind NAT</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-modeling"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/data-partitioning"
+
+ class=''
+ >Data Partitioning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-modeling/affinity-collocation"
+
+ class=''
+ >Affinity Colocation</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-architecture"
+
+ class=''
+ >Memory Architecture</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/data-regions"
+
+ class=''
+ >Configuring Data Regions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/memory-configuration/eviction-policies"
+
+ class=''
+ >Eviction Policies</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuration-overview"
+
+ class=''
+ >Cache Configuration</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/configuring-backups"
+
+ class=''
+ >Configuring Partition Backups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/atomicity-modes"
+
+ class=''
+ >Atomicity Modes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/expiry-policies"
+
+ class=''
+ >Expiry Policy</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/on-heap-caching"
+
+ class=''
+ >On-Heap Caching</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/configuring-caches/cache-groups"
+
+ class=''
+ >Cache Groups</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/native-persistence"
+
+ class=''
+ >Ignite Persistence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/external-storage"
+
+ class=''
+ >External Storage</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/swap"
+
+ class=''
+ >Swapping</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/custom-cache-store"
+
+ class=''
+ >Implementing Custom Cache Store</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/disk-compression"
+
+ class=''
+ >Disk Compression</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/persistence/persistence-tuning"
+
+ class=''
+ >Tuning Persistence</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/baseline-topology" class='' >Baseline Topology</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/cluster-states" class='' >Cluster States</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-rebalancing" class='' >Data Rebalancing</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/partition-loss-policy" class='' >Partition Loss Policy</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/data-streaming" class='' >Data Streaming</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Using Key-Value Cache API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/basic-cache-operations"
+
+ class=''
+ >Basic Cache Operations</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/binary-objects"
+
+ class=''
+ >Working with Binary Objects</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/key-value-api/using-scan-queries"
+
+ class=''
+ >Using Scan Queries</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/read-repair"
+
+ class=''
+ >Read Repair</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/key-value-api/transactions" class='' >Performing Transactions</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-introduction"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/schemas"
+
+ class=''
+ >Understanding Schemas</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/indexes"
+
+ class=''
+ >Defining Indexes</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-api"
+
+ class=''
+ >Using SQL API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/distributed-joins"
+
+ class=''
+ >Distributed Joins</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/sql-transactions"
+
+ class=''
+ >SQL Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/custom-sql-func"
+
+ class=''
+ >Custom SQL Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-driver"
+
+ class=''
+ >JDBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/JDBC/jdbc-client-driver"
+
+ class=''
+ >JDBC Client Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/transactions/mvcc"
+
+ class=''
+ >Multiversion Concurrency Control</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Computing<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/distributed-computing"
+
+ class=''
+ >Distributed Computing API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/cluster-groups"
+
+ class=''
+ >Cluster Groups</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/executor-service"
+
+ class=''
+ >Executor Service</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/map-reduce"
+
+ class=''
+ >MapReduce API</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/load-balancing"
+
+ class=''
+ >Load Balancing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/fault-tolerance"
+
+ class=''
+ >Fault Tolerance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/distributed-computing/job-scheduling"
+
+ class=''
+ >Job Scheduling</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/collocated-computations" class='' >Colocating Computations with Data</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Working with Events<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/listening-to-events"
+
+ class=''
+ >Enabling and Listenting to Events</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/events/events"
+
+ class=''
+ >Events</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/near-cache" class='' >Near Caches</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/platform-cache" class='' >.NET Platform Cache</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/services/services" class='active' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Monitoring<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/intro"
+
+ class=''
+ >Introduction</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/cluster-id"
+
+ class=''
+ >Cluster ID and Tag</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Metrics<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/configuring-metrics" class=''>Configuring Metrics</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/metrics" class=''>JMX Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>New Metrics System<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics-system" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//monitoring-metrics/new-metrics" class=''>Metrics</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/system-views"
+
+ class=''
+ >System Views</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/monitoring-metrics/tracing"
+
+ class=''
+ >Tracing</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/security" class='group-toggle collapsed '>Security<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/authentication"
+
+ class=''
+ >Authentication</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/security/ssl-tls"
+
+ class=''
+ >SSL/TLS</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Transparent Data Encryption<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//security/tde" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//security/master-key-rotation" class=''>Master key rotation</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients"
+
+ class=''
+ >Thin Clients Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/java-thin-client"
+
+ class=''
+ >Java Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/dotnet-thin-client"
+
+ class=''
+ >.NET Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/cpp-thin-client"
+
+ class=''
+ >C++ Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/python-thin-client"
+
+ class=''
+ >Python Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/php-thin-client"
+
+ class=''
+ >PHP Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/thin-clients/nodejs-thin-client"
+
+ class=''
+ >Node.js Thin Client</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>ODBC Driver<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/odbc-driver"
+
+ class=''
+ >ODBC Driver</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/connection-string-dsn"
+
+ class=''
+ >Connection String and DSN</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/querying-modifying-data"
+
+ class=''
+ >Querying and Modifying Data</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/specification"
+
+ class=''
+ >Specification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/SQL/ODBC/error-codes"
+
+ class=''
+ >Error Codes</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/restapi" class='' >REST API</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/control-script" class='' >Control Script</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/plugins" class='' >Plugins</a>
+
+ </li>
+
+ <li>
+
+
+ <a href="/docs/2.9.0/sqlline" class='' >SQLLine</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/ddl"
+
+ class=''
+ >Data Definition Language (DDL)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/dml"
+
+ class=''
+ >Data Manipulation Language (DML)</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/transactions"
+
+ class=''
+ >Transactions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/operational-commands"
+
+ class=''
+ >Operational Commands</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/aggregate-functions"
+
+ class=''
+ >Aggregate functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/numeric-functions"
+
+ class=''
+ >Numeric Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/string-functions"
+
+ class=''
+ >String Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/date-time-functions"
+
+ class=''
+ >Data and Time Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/system-functions"
+
+ class=''
+ >System Functions</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/data-types"
+
+ class=''
+ >Data Types</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+</nav>
+<div class="left-nav__overlay"></div>
+
+
+ <article data-swiftype-index='true'>
+ <a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/services/services.adoc" target="_blank">Edit</a>
+
+ <h1>Services</h1>
+
+ <div class="sect1">
+<h2 id="overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>A service is a piece of functionality that can be deployed to an Ignite cluster and execute specific operations.
+You can have multiple instances of a service on one or multiple nodes.</p>
+</div>
+<div class="paragraph">
+<p>Ignite services have the following features:</p>
+</div>
+<div class="dlist">
+<dl>
+<dt class="hdlist1">Load balancing</dt>
+<dd>
+<p>In all cases, other than singleton service deployment, Ignite automatically makes sure that about an equal number of services are deployed on each node within the cluster. Whenever the cluster topology changes, Ignite re-evaluates service deployments and may re-deploy an already deployed service to another node for better load balancing.</p>
+</dd>
+<dt class="hdlist1">Fault tolerance</dt>
+<dd>
+<p>Ignite always guarantees that services are continuously available, and are deployed according to the specified configuration, regardless of any topology changes or node crashes.</p>
+</dd>
+<dt class="hdlist1">Hot Redeployment</dt>
+<dd>
+<p>You can use Ignite’s <code>DeploymentSpi</code> configuration to re-deploy services without restarting the cluster. See <a href="#re-deploying-services">Re-deploying Services</a>.</p>
+</dd>
+</dl>
+</div>
+<div class="paragraph">
+<p>Ignite services can be used as a backbone of a micro-services based solution or application. Learn more about this use case from the following series of articles:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><a href="https://dzone.com/articles/running-microservices-on-top-of-in-memory-data-gri" target="_blank" rel="noopener">Microservices on Top of Apache Ignite - Part I</a></p>
+</li>
+<li>
+<p><a href="https://dzone.com/articles/running-microservices-on-top-of-in-memory-data-gri-1" target="_blank" rel="noopener">Microservices on Top of Apache Ignite - Part II</a></p>
+</li>
+<li>
+<p><a href="https://dzone.com/articles/microservices-on-top-of-an-in-memory-data-grid-par" target="_blank" rel="noopener">Microservices on Top of Apache Ignite - Part III</a></p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>Refer to a service example implementation in the Apache Ignite <a href="https://github.com/apache/ignite/tree/master/examples/src/main/java/org/apache/ignite/examples/servicegrid" target="_blank" rel="noopener">code base</a>.</p>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="implementing-a-service">Implementing a Service</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>A service implements the <a href="https://ignite.apache.org/releases/2.9.0/javadoc/org/apache/ignite/services/Service.html" target="_blank" rel="noopener">Service</a> interface.
+The <code>Service</code> interface has three methods:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>init(ServiceContext)</code>: this method is called by Ignite before the service is deployed (and before the <code>execute()</code> method is called)</p>
+</li>
+<li>
+<p><code>execute(ServiceContext)</code>: starts execution of the service</p>
+</li>
+<li>
+<p><code>cancel(ServiceContext)</code>: cancels service execution</p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="deploying-services">Deploying Services</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>You can deploy your service either programmatically at runtime, or by providing a service configuration as part of the node configuration.
+In the latter case, the service is deployed when the cluster starts.</p>
+</div>
+<div class="sect2">
+<h3 id="deploying-services-at-runtime">Deploying Services at Runtime</h3>
+<div class="paragraph">
+<p>You can deploy services at runtime via the instance of <code>IgniteServices</code>, which can be obtained from an instance of <code>Ignite</code> by calling the <code>Ignite.services()</code> method.</p>
+</div>
+<div class="paragraph">
+<p>The <code>IgniteServices</code> interface has a number of methods for deploying services:</p>
+</div>
+<div class="ulist">
+<ul>
+<li>
+<p><code>deploy(ServiceConfiguration)</code> deploys a service defined by a given configuration.</p>
+</li>
+<li>
+<p><code>deployNodeSingleton(…​)</code> ensures that an instance of the service is running on each server node.</p>
+</li>
+<li>
+<p><code>deployClusterSingleton(…​)</code> deploys a single instance of the service per cluster. If the cluster node on which the service is deployed stops, Ignite automatically redeploys the service on another node.</p>
+</li>
+<li>
+<p><code>deployKeyAffinitySingleton(…​)</code> deploys a single instance of the service on the primary node for a given cache key.</p>
+</li>
+<li>
+<p><code>deployMultiple(…​)</code> deploys the given number of instances of the service.</p>
+</li>
+</ul>
+</div>
+<div class="paragraph">
+<p>This is an example of cluster singleton deployment:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="c1">//get the services interface associated with all server nodes</span>
+<span class="nc">IgniteServices</span> <span class="n">services</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">services</span><span class="o">();</span>
+
+<span class="c1">//start a node singleton</span>
+<span class="n">services</span><span class="o">.</span><span class="na">deployClusterSingleton</span><span class="o">(</span><span class="s">"myCounterService"</span><span class="o">,</span> <span class="k">new</span> <span class="nc">MyCounterServiceImpl</span><span class="o">());</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+<div class="paragraph">
+<p>And here is how to deploy a cluster singleton using <code>ServiceConfiguration</code>:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">ServiceConfiguration</span> <span class="n">serviceCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ServiceConfiguration</span><span class="o">();</span>
+
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setName</span><span class="o">(</span><span class="s">"myCounterService"</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setMaxPerNodeCount</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setTotalCount</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setService</span><span class="o">(</span><span class="k">new</span> <span class="nc">MyCounterServiceImpl</span><span class="o">());</span>
+
+<span class="n">ignite</span><span class="o">.</span><span class="na">services</span><span class="o">().</span><span class="na">deploy</span><span class="o">(</span><span class="n">serviceCfg</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+</div>
+<div class="sect2">
+<h3 id="deploying-services-at-node-startup">Deploying Services at Node Startup</h3>
+<div class="paragraph">
+<p>You can specify your service as part of the node configuration and start the service together with the node.
+If your service is a node singleton, the service is started on each node of the cluster.
+If the service is a cluster singleton, it is started in the first cluster node, and is redeployed to one of the other nodes if the first node terminates.
+The service must be available on the classpath of each node.</p>
+</div>
+<div class="paragraph">
+<p>Below is an example of configuring a cluster singleton service:</p>
+</div>
+<code-tabs><code-tab data-tab='XML'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="xml"><span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.IgniteConfiguration"</span><span class="nt">></span>
+
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"serviceConfiguration"</span><span class="nt">></span>
+ <span class="nt"><list></span>
+ <span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.services.ServiceConfiguration"</span><span class="nt">></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"name"</span> <span class="na">value=</span><span class="s">"myCounterService"</span><span class="nt">/></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"maxPerNodeCount"</span> <span class="na">value=</span><span class="s">"1"</span><span class="nt">/></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"totalCount"</span> <span class="na">value=</span><span class="s">"1"</span><span class="nt">/></span>
+ <span class="nt"><property</span> <span class="na">name=</span><span class="s">"service"</span><span class="nt">></span>
+ <span class="nt"><bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.snippets.services.MyCounterServiceImpl"</span><span class="nt">/></span>
+ <span class="nt"></property></span>
+ <span class="nt"></bean></span>
+ <span class="nt"></list></span>
+ <span class="nt"></property></span>
+
+<span class="nt"></bean></span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">ServiceConfiguration</span> <span class="n">serviceCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ServiceConfiguration</span><span class="o">();</span>
+
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setName</span><span class="o">(</span><span class="s">"myCounterService"</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setMaxPerNodeCount</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setTotalCount</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setService</span><span class="o">(</span><span class="k">new</span> <span class="nc">MyCounterServiceImpl</span><span class="o">());</span>
+
+<span class="nc">IgniteConfiguration</span> <span class="n">igniteCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">()</span>
+ <span class="o">.</span><span class="na">setServiceConfiguration</span><span class="o">(</span><span class="n">serviceCfg</span><span class="o">);</span>
+
+<span class="c1">// Start the node.</span>
+<span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">igniteCfg</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="deploying-to-a-subset-of-nodes">Deploying to a Subset of Nodes</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>When you obtain the <code>IgniteServices</code> interface by calling <code>ignite.services()</code>, the <code>IgniteServices</code> instance is associated with all server nodes.
+It means that Ignite chooses where to deploy the service from the set of all server nodes.
+You can change the set of nodes considered for service deployment by using various approaches describe below.</p>
+</div>
+<div class="sect2">
+<h3 id="cluster-singleton">Cluster Singleton</h3>
+<div class="paragraph">
+<p>A cluster singleton is a deployment strategy where there is only one instance of the service in the cluster, and Ignite guarantees that the instance is always available.
+In case the cluster node on which the service is deployed crashes or stops, Ignite automatically redeploys the instance to another node.</p>
+</div>
+</div>
+<div class="sect2">
+<h3 id="clustergroup">ClusterGroup</h3>
+<div class="paragraph">
+<p>You can use the <code>ClusterGroup</code> interface to deploy services to a subset of nodes.
+If the service is a node singleton, the service is deployed on all nodes from the subset.
+If the service is a cluster singleton, it is deployed on one of the nodes from the subset.</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="c1">//deploy the service to the nodes that host the cache named "myCache"</span>
+<span class="n">ignite</span><span class="o">.</span><span class="na">services</span><span class="o">(</span><span class="n">ignite</span><span class="o">.</span><span class="na">cluster</span><span class="o">().</span><span class="na">forCacheNodes</span><span class="o">(</span><span class="s">"myCache"</span><span class="o">));</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+</div>
+<div class="sect2">
+<h3 id="node-filter">Node Filter</h3>
+<div class="paragraph">
+<p>You can use node attributes to define the subset of nodes meant for service deployment.
+This is achieved by using a node filter.
+A node filter is an <code>IgnitePredicate<ClusterNode></code> that Ignite calls for each node associated with the <code>IgniteService</code> interface.
+If the predicate returns <code>true</code> for a given node, the node is included.</p>
+</div>
+<div class="admonitionblock caution">
+<table>
+<tr>
+<td class="icon">
+<div class="title">Caution</div>
+</td>
+<td class="content">
+The class of the node filter must be present in the classpath of all nodes.
+</td>
+</tr>
+</table>
+</div>
+<div class="paragraph">
+<p>Here is an example of a node filter.
+The filter includes the server nodes that have the "west.coast.node" attribute.</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="kd">public</span> <span class="kd">static</span> <span class="kd">class</span> <span class="nc">ServiceFilter</span> <span class="kd">implements</span> <span class="nc">IgnitePredicate</span><span class="o"><</span><span class="nc">ClusterNode</span><span class="o">></span> <span class="o">{</span>
+ <span class="nd">@Override</span>
+ <span class="kd">public</span> <span class="kt">boolean</span> <span class="nf">apply</span><span class="o">(</span><span class="nc">ClusterNode</span> <span class="n">node</span><span class="o">)</span> <span class="o">{</span>
+ <span class="c1">// The service will be deployed on the server nodes</span>
+ <span class="c1">// that have the 'west.coast.node' attribute.</span>
+ <span class="k">return</span> <span class="o">!</span><span class="n">node</span><span class="o">.</span><span class="na">isClient</span><span class="o">()</span> <span class="o">&&</span> <span class="n">node</span><span class="o">.</span><span class="na">attributes</span><span class="o">().</span><span class="na">containsKey</span><span class="o">(</span><span class="s">"west.coast.node"</span><span class="o">);</span>
+ <span class="o">}</span>
+<span class="o">}</span></code></pre>
+</div>
+</div>
+<div class="paragraph">
+<p>Deploy the service using the node filter:</p>
+</div>
+<div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="nc">ServiceConfiguration</span> <span class="n">serviceCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ServiceConfiguration</span><span class="o">();</span>
+
+<span class="c1">// Setting service instance to deploy.</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setService</span><span class="o">(</span><span class="k">new</span> <span class="nc">MyCounterServiceImpl</span><span class="o">());</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setName</span><span class="o">(</span><span class="s">"serviceName"</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setMaxPerNodeCount</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+
+<span class="c1">// Setting the nodes filter.</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setNodeFilter</span><span class="o">(</span><span class="k">new</span> <span class="nc">ServiceFilter</span><span class="o">());</span>
+
+<span class="c1">// Getting an instance of IgniteService.</span>
+<span class="nc">IgniteServices</span> <span class="n">services</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">services</span><span class="o">();</span>
+
+<span class="c1">// Deploying the service.</span>
+<span class="n">services</span><span class="o">.</span><span class="na">deploy</span><span class="o">(</span><span class="n">serviceCfg</span><span class="o">);</span></code></pre>
+</div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="cache-key">Cache Key</h3>
+<div class="paragraph">
+<p>Affinity-based deployment allows you to deploy a service to the primary node for a specific key in a specific cache.
+Refer to the <a href="/docs/2.9.0/data-modeling/affinity-collocation">Affinity Colocation</a> section for details.
+For an affinity-base deployment, specify the desired cache and key in the service configuration.
+The cache does not have to contain the key. The node is determined by the affinity function.
+If the cluster topology changes in a way that the key is re-assigned to another node, the service is redeployed to that node as well.</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
+
+<span class="c1">//making sure the cache exists</span>
+<span class="n">ignite</span><span class="o">.</span><span class="na">getOrCreateCache</span><span class="o">(</span><span class="s">"orgCache"</span><span class="o">);</span>
+
+<span class="nc">ServiceConfiguration</span> <span class="n">serviceCfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">ServiceConfiguration</span><span class="o">();</span>
+
+<span class="c1">// Setting service instance to deploy.</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setService</span><span class="o">(</span><span class="k">new</span> <span class="nc">MyCounterServiceImpl</span><span class="o">());</span>
+
+<span class="c1">// Setting service name.</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setName</span><span class="o">(</span><span class="s">"serviceName"</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setTotalCount</span><span class="o">(</span><span class="mi">1</span><span class="o">);</span>
+
+<span class="c1">// Specifying the cache name and key for the affinity based deployment.</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setCacheName</span><span class="o">(</span><span class="s">"orgCache"</span><span class="o">);</span>
+<span class="n">serviceCfg</span><span class="o">.</span><span class="na">setAffinityKey</span><span class="o">(</span><span class="mi">123</span><span class="o">);</span>
+
+<span class="nc">IgniteServices</span> <span class="n">services</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">services</span><span class="o">();</span>
+
+<span class="c1">// Deploying the service.</span>
+<span class="n">services</span><span class="o">.</span><span class="na">deploy</span><span class="o">(</span><span class="n">serviceCfg</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="accessing-services">Accessing Services</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>You can access the service at runtime via a service proxy.
+Proxies can be either <em>sticky</em> or <em>non-sticky</em>.
+A sticky proxy always connects to the same cluster node to access a remotely deployed service.
+A non-sticky proxy load-balances remote service invocations among all cluster nodes on which the service is deployed.</p>
+</div>
+<div class="paragraph">
+<p>The following code snippet obtains a non-sticky proxy to the service and calls a service method:</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="c1">//access the service by name</span>
+<span class="nc">MyCounterService</span> <span class="n">counterService</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">services</span><span class="o">().</span><span class="na">serviceProxy</span><span class="o">(</span><span class="s">"myCounterService"</span><span class="o">,</span>
+ <span class="nc">MyCounterService</span><span class="o">.</span><span class="na">class</span><span class="o">,</span> <span class="kc">false</span><span class="o">);</span> <span class="c1">//non-sticky proxy</span>
+
+<span class="c1">//call a service method</span>
+<span class="n">counterService</span><span class="o">.</span><span class="na">increment</span><span class="o">();</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="un-deploying-services">Un-deploying Services</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>To undeploy a service, use the <code>IgniteServices.cancel(serviceName)</code> or <code>IgniteServices.cancelAll()</code> methods.</p>
+</div>
+<code-tabs><code-tab data-tab='Java'><div class="listingblock">
+<div class="content">
+<pre class="rouge highlight"><code data-lang="java"><span class="n">services</span><span class="o">.</span><span class="na">cancel</span><span class="o">(</span><span class="s">"myCounterService"</span><span class="o">);</span></code></pre>
+</div>
+</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++'></code-tab></code-tabs>
+</div>
+</div>
+<div class="sect1">
+<h2 id="re-deploying-services">Re-deploying Services</h2>
+<div class="sectionbody">
+<div class="paragraph">
+<p>If you want to update the implementation of a service without stopping the cluster, you can do it if you use the Ignite’s <a href="/docs/2.9.0/deploying-user-code">DeploymentSPI configuration</a>.</p>
+</div>
+<div class="paragraph">
+<p>Use the following procedure to redeploy the service:</p>
+</div>
+<div class="olist arabic">
+<ol class="arabic">
+<li>
+<p>Update the JAR file(s) in the location where the service is stored (pointed to by your <code>UriDeploymentSpi.uriList</code> property). Ignite will reload the new classes after the configured update period.</p>
+</li>
+<li>
+<p>Add the service implementation to the classpass of a client node and start the client.</p>
+</li>
+<li>
+<p>Call the <code>Ignite.services().cancel()</code> method on the client node to stop the service.</p>
+</li>
+<li>
+<p>Deploy the service from the client node.</p>
+</li>
+<li>
+<p>Stop the client node.</p>
+</li>
+</ol>
+</div>
+<div class="paragraph">
+<p>In this way, you don’t have to stop the server nodes, so you don’t interrupt the operation of your cluster.</p>
+</div>
+</div>
+</div>
+ <div class="copyright">
+ © 2020 The Apache Software Foundation.<br/>
+Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
+
+</div>
+
+ </article>
+ <nav class="right-nav" data-swiftype-index='false'>
+ <ul class="sectlevel1">
+<li><a href="#overview">Overview</a></li>
+<li><a href="#implementing-a-service">Implementing a Service</a></li>
+<li><a href="#deploying-services">Deploying Services</a>
+<ul class="sectlevel2">
+<li><a href="#deploying-services-at-runtime">Deploying Services at Runtime</a></li>
+<li><a href="#deploying-services-at-node-startup">Deploying Services at Node Startup</a></li>
+</ul>
+</li>
+<li><a href="#deploying-to-a-subset-of-nodes">Deploying to a Subset of Nodes</a>
+<ul class="sectlevel2">
+<li><a href="#cluster-singleton">Cluster Singleton</a></li>
+<li><a href="#clustergroup">ClusterGroup</a></li>
+<li><a href="#node-filter">Node Filter</a></li>
+<li><a href="#cache-key">Cache Key</a></li>
+</ul>
+</li>
+<li><a href="#accessing-services">Accessing Services</a></li>
+<li><a href="#un-deploying-services">Un-deploying Services</a></li>
+<li><a href="#re-deploying-services">Re-deploying Services</a></li>
+</ul>
+
+
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+</footer>
+
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+
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+ // algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
+
+ // Set debug to true to inspect the dropdown
+ debug: false,
+ });
+ </script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
+</body>
+
+</html>
diff --git a/docs/2.9.0/setup.html b/docs/2.9.0/setup.html
index 92c5609..8e81d93 100644
--- a/docs/2.9.0/setup.html
+++ b/docs/2.9.0/setup.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/setup" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2359,8 +2920,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/aggregate-functions.html b/docs/2.9.0/sql-reference/aggregate-functions.html
index 6bfdc8b..8ff4d71 100644
--- a/docs/2.9.0/sql-reference/aggregate-functions.html
+++ b/docs/2.9.0/sql-reference/aggregate-functions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/aggregate-functions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2233,8 +2794,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/data-types.html b/docs/2.9.0/sql-reference/data-types.html
index bb2cbb2..60e30b9 100644
--- a/docs/2.9.0/sql-reference/data-types.html
+++ b/docs/2.9.0/sql-reference/data-types.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/data-types" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2306,8 +2867,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/date-time-functions.html b/docs/2.9.0/sql-reference/date-time-functions.html
index 6bed189..967d75e 100644
--- a/docs/2.9.0/sql-reference/date-time-functions.html
+++ b/docs/2.9.0/sql-reference/date-time-functions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/date-time-functions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2332,8 +2893,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
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diff --git a/docs/2.9.0/sql-reference/ddl.html b/docs/2.9.0/sql-reference/ddl.html
index a5331d4..9d6d865 100644
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@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/ddl" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
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<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class='active'
@@ -2651,8 +3212,8 @@
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});
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/dml.html b/docs/2.9.0/sql-reference/dml.html
index 9a8966b..9bb603a 100644
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+++ b/docs/2.9.0/sql-reference/dml.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/dml" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2345,8 +2906,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/index.html b/docs/2.9.0/sql-reference/index.html
index a3f7181..5e50162 100644
--- a/docs/2.9.0/sql-reference/index.html
+++ b/docs/2.9.0/sql-reference/index.html
@@ -25,12 +25,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/index" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -801,6 +801,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1217,6 +1224,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1506,6 +1917,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1642,6 +2095,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1652,6 +2200,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1864,8 +2425,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/numeric-functions.html b/docs/2.9.0/sql-reference/numeric-functions.html
index 19c66c4..af84c3f 100644
--- a/docs/2.9.0/sql-reference/numeric-functions.html
+++ b/docs/2.9.0/sql-reference/numeric-functions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/numeric-functions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -3417,8 +3978,8 @@
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});
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/operational-commands.html b/docs/2.9.0/sql-reference/operational-commands.html
index 14780e8..f4b720d 100644
--- a/docs/2.9.0/sql-reference/operational-commands.html
+++ b/docs/2.9.0/sql-reference/operational-commands.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/operational-commands" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2043,8 +2604,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/sql-conformance.html b/docs/2.9.0/sql-reference/sql-conformance.html
index 4569593..2c9b3c1 100644
--- a/docs/2.9.0/sql-reference/sql-conformance.html
+++ b/docs/2.9.0/sql-reference/sql-conformance.html
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<link rel="canonical" href="/docs/2.9.0/sql-reference/sql-conformance" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,7 +2093,7 @@
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+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2103,114 @@
<li>
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group expanded'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class='active'
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2582,8 +3143,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/string-functions.html b/docs/2.9.0/sql-reference/string-functions.html
index a358937..7422f75 100644
--- a/docs/2.9.0/sql-reference/string-functions.html
+++ b/docs/2.9.0/sql-reference/string-functions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/string-functions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2900,8 +3461,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sql-reference/system-functions.html b/docs/2.9.0/sql-reference/system-functions.html
index c047736..2070a0e 100644
--- a/docs/2.9.0/sql-reference/system-functions.html
+++ b/docs/2.9.0/sql-reference/system-functions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/system-functions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2112,8 +2673,8 @@
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</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
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diff --git a/docs/2.9.0/sql-reference/transactions.html b/docs/2.9.0/sql-reference/transactions.html
index 4ca4358..45a1f43 100644
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+++ b/docs/2.9.0/sql-reference/transactions.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sql-reference/transactions" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle expanded '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group expanded'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1943,8 +2504,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/sqlline.html b/docs/2.9.0/sqlline.html
index 07092b5..d8f78a3 100644
--- a/docs/2.9.0/sqlline.html
+++ b/docs/2.9.0/sqlline.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/sqlline" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2118,8 +2679,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/starting-nodes.html b/docs/2.9.0/starting-nodes.html
index b08842f..8e4ada3 100644
--- a/docs/2.9.0/starting-nodes.html
+++ b/docs/2.9.0/starting-nodes.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/starting-nodes" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2139,8 +2700,8 @@
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});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/thin-clients/cpp-thin-client.html b/docs/2.9.0/thin-clients/cpp-thin-client.html
index 84365c5..9e1bae5 100644
--- a/docs/2.9.0/thin-clients/cpp-thin-client.html
+++ b/docs/2.9.0/thin-clients/cpp-thin-client.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/thin-clients/cpp-thin-client" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2148,8 +2709,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/thin-clients/dotnet-thin-client.html b/docs/2.9.0/thin-clients/dotnet-thin-client.html
index 448f240..e0e7b26 100644
--- a/docs/2.9.0/thin-clients/dotnet-thin-client.html
+++ b/docs/2.9.0/thin-clients/dotnet-thin-client.html
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<link rel="canonical" href="/docs/2.9.0/thin-clients/dotnet-thin-client" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
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+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2266,8 +2827,8 @@
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});
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
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+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/thin-clients/getting-started-with-thin-clients.html b/docs/2.9.0/thin-clients/getting-started-with-thin-clients.html
index 1eae492..8f812b1 100644
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+++ b/docs/2.9.0/thin-clients/getting-started-with-thin-clients.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/thin-clients/getting-started-with-thin-clients" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
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<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2243,8 +2804,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/thin-clients/java-thin-client.html b/docs/2.9.0/thin-clients/java-thin-client.html
index e8449e7..97266c8 100644
--- a/docs/2.9.0/thin-clients/java-thin-client.html
+++ b/docs/2.9.0/thin-clients/java-thin-client.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/thin-clients/java-thin-client" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2319,7 +2880,7 @@
</div>
</div>
<div class="paragraph">
-<p>See <a href="/docs/2.9.0/service-grid/service-grid">Service Grid</a> for more information about grid-managed services.</p>
+<p>See <a href="/docs/2.9.0/services/services">Services</a> for more information about Ignite services.</p>
</div>
</div>
</div>
@@ -2553,8 +3114,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/thin-clients/nodejs-thin-client.html b/docs/2.9.0/thin-clients/nodejs-thin-client.html
index a5d440e..d6bb0ab 100644
--- a/docs/2.9.0/thin-clients/nodejs-thin-client.html
+++ b/docs/2.9.0/thin-clients/nodejs-thin-client.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/thin-clients/nodejs-thin-client" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
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- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2527,8 +3088,8 @@
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
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+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/thin-clients/php-thin-client.html b/docs/2.9.0/thin-clients/php-thin-client.html
index 2bc4b87..9f8cf68 100644
--- a/docs/2.9.0/thin-clients/php-thin-client.html
+++ b/docs/2.9.0/thin-clients/php-thin-client.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/thin-clients/php-thin-client" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2166,8 +2727,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/thin-clients/python-thin-client.html b/docs/2.9.0/thin-clients/python-thin-client.html
index 3b5c500..8d66a28 100644
--- a/docs/2.9.0/thin-clients/python-thin-client.html
+++ b/docs/2.9.0/thin-clients/python-thin-client.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/thin-clients/python-thin-client" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2920,8 +3481,8 @@
debug: false,
});
</script>
-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
</html>
diff --git a/docs/2.9.0/transactions/mvcc.html b/docs/2.9.0/transactions/mvcc.html
index ce5f5c9..b626071 100644
--- a/docs/2.9.0/transactions/mvcc.html
+++ b/docs/2.9.0/transactions/mvcc.html
@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/transactions/mvcc" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
+ <link rel="stylesheet" href="/assets/css/styles.css?1599655900">
<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
<link rel="shortcut icon" href="/favicon.ico">
<meta name='viewport' content='width=device-width, height=device-height, initial-scale=1.0, minimum-scale=1.0'>
- <script type="text/javascript" src="/assets/js/anchor.min.js?1598947898"></script>
+ <script type="text/javascript" src="/assets/js/anchor.min.js?1599655900"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -2159,8 +2720,8 @@
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+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
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diff --git a/docs/2.9.0/understanding-configuration.html b/docs/2.9.0/understanding-configuration.html
index a8f2562..dd9dd58 100644
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@@ -23,12 +23,12 @@
<link rel="canonical" href="/docs/2.9.0/understanding-configuration" />
- <link rel="stylesheet" href="/assets/css/styles.css?1598947898">
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<link rel="stylesheet" href="/assets/css/asciidoc-pygments.css">
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
@@ -799,6 +799,13 @@
<li>
+ <a href="/docs/2.9.0/deploying-user-code" class='' >Deploying User Code</a>
+
+ </li>
+
+ <li>
+
+
<a href="/docs/2.9.0/peer-class-loading" class='' >Peer Class Loading</a>
</li>
@@ -1215,6 +1222,410 @@
<li>
+ <a href="/docs/2.9.0/services/services" class='' >Services</a>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Distributed Data Structures<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/queue-and-set"
+
+ class=''
+ >Queue and Set</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-types"
+
+ class=''
+ >Atomic Types</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/countdownlatch"
+
+ class=''
+ >CountDownLatch</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/atomic-sequence"
+
+ class=''
+ >Atomic Sequence</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/data-structures/semaphore"
+
+ class=''
+ >Semaphore</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/machine-learning"
+
+ class=''
+ >Machine Learning</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/partition-based-dataset"
+
+ class=''
+ >Partition Based Dataset</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/updating-trained-models"
+
+ class=''
+ >Updating Trained Models</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/preprocessing"
+
+ class=''
+ >Preprocessing</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/multiclass-classification"
+
+ class=''
+ >Multiclass Classification</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/introduction" class=''></a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/machine-learning/recommendation-systems"
+
+ class=''
+ >Recommendation Systems</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/introduction" class=''>Introduction</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
+
+ </nav>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
@@ -1504,6 +1915,48 @@
</li>
+
+
+
+
+ <li>
+
+
+
+ <button
+ type='button'
+ class='collapsed '>Binary Client Protocol<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class="sub_pages collapsed">
+
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/data-format" class=''>Data Format</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
+
+
+
+ <li><a href="/docs/2.9.0//binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
+
+ </nav>
+
+ </li>
+
</nav>
@@ -1640,6 +2093,101 @@
+ <button type='button' data-guide-url="" class='group-toggle collapsed '>Ignite for Spark<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
+ <nav class='nav-group collapsed'>
+
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/overview"
+
+ class=''
+ >Overview</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignitecontext-and-rdd"
+
+ class=''
+ >IgniteContext and IgniteRDD</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/ignite-dataframe"
+
+ class=''
+ >Ignite DataFrame</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/installation"
+
+ class=''
+ >Installation</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/spark-shell"
+
+ class=''
+ >Test Ignite with Spark-shell</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
+ <a href="/docs/2.9.0/ignite-for-spark/troubleshooting"
+
+ class=''
+ >Troubleshooting</a>
+
+ </li>
+
+
+
+ </nav>
+
+ </li>
+
+ <li>
+
+
+
+
+
+
<button type='button' data-guide-url="/sql-reference/sql-reference-overview" class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg"></button>
<nav class='nav-group collapsed'>
@@ -1650,6 +2198,19 @@
<li>
+ <a href="/docs/2.9.0/sql-reference/sql-conformance"
+
+ class=''
+ >SQL Conformance</a>
+
+ </li>
+
+
+
+
+
+ <li>
+
<a href="/docs/2.9.0/sql-reference/ddl"
class=''
@@ -1967,8 +2528,8 @@
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});
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-<script type='module' src='/assets/js/index.js?1598947898' async crossorigin></script>
-<script type='module' src='/assets/js/versioning.js?1598947898' async crossorigin></script>
+<script type='module' src='/assets/js/index.js?1599655900' async crossorigin></script>
+<script type='module' src='/assets/js/versioning.js?1599655900' async crossorigin></script>
</body>
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